{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import itertools\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "from datetime import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import *\n",
    "from tensorflow.keras.models import *\n",
    "from tensorflow.keras.optimizers import *\n",
    "from tensorflow.keras.callbacks import *\n",
    "from tensorflow.keras import backend as K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(168615, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stock</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>adj_close</th>\n",
       "      <th>volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13589</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-07-31</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3.22</td>\n",
       "      <td>38824800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13588</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-01</td>\n",
       "      <td>3.18</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.12</td>\n",
       "      <td>34321000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13587</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-02</td>\n",
       "      <td>3.10</td>\n",
       "      <td>3.16</td>\n",
       "      <td>3.16</td>\n",
       "      <td>2.99</td>\n",
       "      <td>40588800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13586</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-03</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.04</td>\n",
       "      <td>84974400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13585</th>\n",
       "      <td>AAPL</td>\n",
       "      <td>2000-08-04</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.00</td>\n",
       "      <td>65780400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      stock  timestamp  open  high   low  adj_close    volume\n",
       "13589  AAPL 2000-07-31  3.11  3.27  3.27       3.22  38824800\n",
       "13588  AAPL 2000-08-01  3.18  3.24  3.24       3.12  34321000\n",
       "13587  AAPL 2000-08-02  3.10  3.16  3.16       2.99  40588800\n",
       "13586  AAPL 2000-08-03  2.88  3.04  3.04       3.04  84974400\n",
       "13585  AAPL 2000-08-04  3.13  3.24  3.24       3.00  65780400"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_csv('financial_data_2000_2018_cleaned.csv.zip', index_col=0)\n",
    "df['timestamp'] = df.timestamp.apply(datetime.fromtimestamp)\n",
    "df.sort_values(['stock','timestamp'], inplace=True)\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <th>1</th>\n",
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       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>4520</th>\n",
       "      <th>4521</th>\n",
       "      <th>4522</th>\n",
       "      <th>4523</th>\n",
       "      <th>4524</th>\n",
       "      <th>4525</th>\n",
       "      <th>4526</th>\n",
       "      <th>4527</th>\n",
       "      <th>4528</th>\n",
       "      <th>4529</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stock</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>3.11</td>\n",
       "      <td>3.18</td>\n",
       "      <td>3.10</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.13</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.04</td>\n",
       "      <td>2.97</td>\n",
       "      <td>...</td>\n",
       "      <td>191.11</td>\n",
       "      <td>189.03</td>\n",
       "      <td>191.11</td>\n",
       "      <td>190.01</td>\n",
       "      <td>191.78</td>\n",
       "      <td>192.39</td>\n",
       "      <td>193.93</td>\n",
       "      <td>194.31</td>\n",
       "      <td>191.23</td>\n",
       "      <td>189.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADBE</th>\n",
       "      <td>27.84</td>\n",
       "      <td>29.19</td>\n",
       "      <td>28.58</td>\n",
       "      <td>27.40</td>\n",
       "      <td>28.85</td>\n",
       "      <td>29.14</td>\n",
       "      <td>30.21</td>\n",
       "      <td>30.62</td>\n",
       "      <td>29.00</td>\n",
       "      <td>27.88</td>\n",
       "      <td>...</td>\n",
       "      <td>257.86</td>\n",
       "      <td>258.00</td>\n",
       "      <td>258.17</td>\n",
       "      <td>257.66</td>\n",
       "      <td>261.04</td>\n",
       "      <td>258.35</td>\n",
       "      <td>261.92</td>\n",
       "      <td>262.05</td>\n",
       "      <td>254.42</td>\n",
       "      <td>244.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADSK</th>\n",
       "      <td>4.91</td>\n",
       "      <td>5.27</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.14</td>\n",
       "      <td>5.49</td>\n",
       "      <td>5.56</td>\n",
       "      <td>5.67</td>\n",
       "      <td>5.73</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.82</td>\n",
       "      <td>...</td>\n",
       "      <td>136.55</td>\n",
       "      <td>136.64</td>\n",
       "      <td>135.16</td>\n",
       "      <td>134.00</td>\n",
       "      <td>135.31</td>\n",
       "      <td>132.31</td>\n",
       "      <td>135.55</td>\n",
       "      <td>136.44</td>\n",
       "      <td>131.17</td>\n",
       "      <td>127.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMAT</th>\n",
       "      <td>29.46</td>\n",
       "      <td>30.25</td>\n",
       "      <td>29.32</td>\n",
       "      <td>26.01</td>\n",
       "      <td>27.97</td>\n",
       "      <td>27.06</td>\n",
       "      <td>27.92</td>\n",
       "      <td>28.75</td>\n",
       "      <td>27.94</td>\n",
       "      <td>27.01</td>\n",
       "      <td>...</td>\n",
       "      <td>48.75</td>\n",
       "      <td>47.49</td>\n",
       "      <td>46.46</td>\n",
       "      <td>46.09</td>\n",
       "      <td>46.40</td>\n",
       "      <td>45.58</td>\n",
       "      <td>45.79</td>\n",
       "      <td>48.41</td>\n",
       "      <td>48.06</td>\n",
       "      <td>48.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>30.06</td>\n",
       "      <td>30.63</td>\n",
       "      <td>30.25</td>\n",
       "      <td>29.44</td>\n",
       "      <td>31.94</td>\n",
       "      <td>32.00</td>\n",
       "      <td>33.25</td>\n",
       "      <td>32.38</td>\n",
       "      <td>31.50</td>\n",
       "      <td>30.50</td>\n",
       "      <td>...</td>\n",
       "      <td>1848.00</td>\n",
       "      <td>1829.46</td>\n",
       "      <td>1825.01</td>\n",
       "      <td>1812.21</td>\n",
       "      <td>1829.01</td>\n",
       "      <td>1829.30</td>\n",
       "      <td>1839.00</td>\n",
       "      <td>1876.05</td>\n",
       "      <td>1827.33</td>\n",
       "      <td>1786.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 4530 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0      1      2      3      4      5      6      7      8      9     \\\n",
       "stock                                                                         \n",
       "AAPL    3.11   3.18   3.10   2.88   3.13   3.03   3.03   3.05   3.04   2.97   \n",
       "ADBE   27.84  29.19  28.58  27.40  28.85  29.14  30.21  30.62  29.00  27.88   \n",
       "ADSK    4.91   5.27   5.02   5.14   5.49   5.56   5.67   5.73   5.70   5.82   \n",
       "AMAT   29.46  30.25  29.32  26.01  27.97  27.06  27.92  28.75  27.94  27.01   \n",
       "AMZN   30.06  30.63  30.25  29.44  31.94  32.00  33.25  32.38  31.50  30.50   \n",
       "\n",
       "       ...     4520     4521     4522     4523     4524     4525     4526  \\\n",
       "stock  ...                                                                  \n",
       "AAPL   ...   191.11   189.03   191.11   190.01   191.78   192.39   193.93   \n",
       "ADBE   ...   257.86   258.00   258.17   257.66   261.04   258.35   261.92   \n",
       "ADSK   ...   136.55   136.64   135.16   134.00   135.31   132.31   135.55   \n",
       "AMAT   ...    48.75    47.49    46.46    46.09    46.40    45.58    45.79   \n",
       "AMZN   ...  1848.00  1829.46  1825.01  1812.21  1829.01  1829.30  1839.00   \n",
       "\n",
       "          4527     4528     4529  \n",
       "stock                             \n",
       "AAPL    194.31   191.23   189.63  \n",
       "ADBE    262.05   254.42   244.93  \n",
       "ADSK    136.44   131.17   127.41  \n",
       "AMAT     48.41    48.06    48.14  \n",
       "AMZN   1876.05  1827.33  1786.49  \n",
       "\n",
       "[5 rows x 4530 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE OPEN PRICE MATRIX ###\n",
    "\n",
    "df_open = df.set_index(['stock','timestamp'])['open'].unstack()\n",
    "df_open = df_open.loc[~df_open.isna().any(axis=1)].copy()\n",
    "df_open.columns = range(len(df_open.columns))\n",
    "\n",
    "df_open.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th>stock</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>3.27</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.16</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.07</td>\n",
       "      <td>3.04</td>\n",
       "      <td>...</td>\n",
       "      <td>191.13</td>\n",
       "      <td>191.88</td>\n",
       "      <td>191.76</td>\n",
       "      <td>191.29</td>\n",
       "      <td>192.98</td>\n",
       "      <td>194.17</td>\n",
       "      <td>195.28</td>\n",
       "      <td>194.51</td>\n",
       "      <td>191.53</td>\n",
       "      <td>191.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADBE</th>\n",
       "      <td>28.63</td>\n",
       "      <td>29.37</td>\n",
       "      <td>29.52</td>\n",
       "      <td>28.44</td>\n",
       "      <td>29.70</td>\n",
       "      <td>30.35</td>\n",
       "      <td>30.60</td>\n",
       "      <td>30.80</td>\n",
       "      <td>29.00</td>\n",
       "      <td>29.11</td>\n",
       "      <td>...</td>\n",
       "      <td>260.94</td>\n",
       "      <td>259.60</td>\n",
       "      <td>259.45</td>\n",
       "      <td>260.14</td>\n",
       "      <td>262.73</td>\n",
       "      <td>263.50</td>\n",
       "      <td>263.83</td>\n",
       "      <td>262.86</td>\n",
       "      <td>254.76</td>\n",
       "      <td>246.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADSK</th>\n",
       "      <td>5.64</td>\n",
       "      <td>5.38</td>\n",
       "      <td>5.32</td>\n",
       "      <td>5.62</td>\n",
       "      <td>5.59</td>\n",
       "      <td>5.73</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.85</td>\n",
       "      <td>5.88</td>\n",
       "      <td>5.91</td>\n",
       "      <td>...</td>\n",
       "      <td>137.96</td>\n",
       "      <td>136.99</td>\n",
       "      <td>135.52</td>\n",
       "      <td>134.69</td>\n",
       "      <td>135.97</td>\n",
       "      <td>135.92</td>\n",
       "      <td>137.46</td>\n",
       "      <td>136.85</td>\n",
       "      <td>131.64</td>\n",
       "      <td>130.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMAT</th>\n",
       "      <td>30.42</td>\n",
       "      <td>30.32</td>\n",
       "      <td>30.40</td>\n",
       "      <td>28.26</td>\n",
       "      <td>28.07</td>\n",
       "      <td>27.87</td>\n",
       "      <td>28.16</td>\n",
       "      <td>29.24</td>\n",
       "      <td>28.73</td>\n",
       "      <td>27.45</td>\n",
       "      <td>...</td>\n",
       "      <td>48.93</td>\n",
       "      <td>47.78</td>\n",
       "      <td>46.88</td>\n",
       "      <td>46.33</td>\n",
       "      <td>47.05</td>\n",
       "      <td>45.86</td>\n",
       "      <td>47.09</td>\n",
       "      <td>49.25</td>\n",
       "      <td>48.21</td>\n",
       "      <td>48.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>30.25</td>\n",
       "      <td>32.25</td>\n",
       "      <td>32.00</td>\n",
       "      <td>31.75</td>\n",
       "      <td>34.19</td>\n",
       "      <td>34.25</td>\n",
       "      <td>33.38</td>\n",
       "      <td>32.38</td>\n",
       "      <td>31.75</td>\n",
       "      <td>34.00</td>\n",
       "      <td>...</td>\n",
       "      <td>1858.88</td>\n",
       "      <td>1841.00</td>\n",
       "      <td>1834.84</td>\n",
       "      <td>1819.00</td>\n",
       "      <td>1840.00</td>\n",
       "      <td>1863.84</td>\n",
       "      <td>1844.68</td>\n",
       "      <td>1880.05</td>\n",
       "      <td>1829.50</td>\n",
       "      <td>1801.83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 4530 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0      1      2      3      4      5      6      7      8      9     \\\n",
       "stock                                                                         \n",
       "AAPL    3.27   3.24   3.16   3.04   3.24   3.11   3.04   3.07   3.07   3.04   \n",
       "ADBE   28.63  29.37  29.52  28.44  29.70  30.35  30.60  30.80  29.00  29.11   \n",
       "ADSK    5.64   5.38   5.32   5.62   5.59   5.73   5.76   5.85   5.88   5.91   \n",
       "AMAT   30.42  30.32  30.40  28.26  28.07  27.87  28.16  29.24  28.73  27.45   \n",
       "AMZN   30.25  32.25  32.00  31.75  34.19  34.25  33.38  32.38  31.75  34.00   \n",
       "\n",
       "       ...     4520     4521     4522     4523     4524     4525     4526  \\\n",
       "stock  ...                                                                  \n",
       "AAPL   ...   191.13   191.88   191.76   191.29   192.98   194.17   195.28   \n",
       "ADBE   ...   260.94   259.60   259.45   260.14   262.73   263.50   263.83   \n",
       "ADSK   ...   137.96   136.99   135.52   134.69   135.97   135.92   137.46   \n",
       "AMAT   ...    48.93    47.78    46.88    46.33    47.05    45.86    47.09   \n",
       "AMZN   ...  1858.88  1841.00  1834.84  1819.00  1840.00  1863.84  1844.68   \n",
       "\n",
       "          4527     4528     4529  \n",
       "stock                             \n",
       "AAPL    194.51   191.53   191.47  \n",
       "ADBE    262.86   254.76   246.80  \n",
       "ADSK    136.85   131.64   130.45  \n",
       "AMAT     49.25    48.21    48.84  \n",
       "AMZN   1880.05  1829.50  1801.83  \n",
       "\n",
       "[5 rows x 4530 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE HIGH PRICE MATRIX ###\n",
    "\n",
    "df_high = df.set_index(['stock','timestamp'])['high'].unstack()\n",
    "df_high = df_high.loc[~df_high.isna().any(axis=1)].copy()\n",
    "df_high.columns = range(len(df_high.columns))\n",
    "\n",
    "df_high.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>4520</th>\n",
       "      <th>4521</th>\n",
       "      <th>4522</th>\n",
       "      <th>4523</th>\n",
       "      <th>4524</th>\n",
       "      <th>4525</th>\n",
       "      <th>4526</th>\n",
       "      <th>4527</th>\n",
       "      <th>4528</th>\n",
       "      <th>4529</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stock</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAPL</th>\n",
       "      <td>3.22</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.99</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.03</td>\n",
       "      <td>2.96</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.02</td>\n",
       "      <td>...</td>\n",
       "      <td>189.73</td>\n",
       "      <td>191.21</td>\n",
       "      <td>190.77</td>\n",
       "      <td>190.94</td>\n",
       "      <td>192.33</td>\n",
       "      <td>194.14</td>\n",
       "      <td>193.53</td>\n",
       "      <td>190.31</td>\n",
       "      <td>189.25</td>\n",
       "      <td>189.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADBE</th>\n",
       "      <td>28.44</td>\n",
       "      <td>28.43</td>\n",
       "      <td>28.89</td>\n",
       "      <td>28.26</td>\n",
       "      <td>29.00</td>\n",
       "      <td>30.32</td>\n",
       "      <td>30.17</td>\n",
       "      <td>28.89</td>\n",
       "      <td>28.02</td>\n",
       "      <td>28.71</td>\n",
       "      <td>...</td>\n",
       "      <td>259.78</td>\n",
       "      <td>257.68</td>\n",
       "      <td>257.54</td>\n",
       "      <td>259.47</td>\n",
       "      <td>257.49</td>\n",
       "      <td>263.17</td>\n",
       "      <td>261.93</td>\n",
       "      <td>254.81</td>\n",
       "      <td>242.32</td>\n",
       "      <td>244.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ADSK</th>\n",
       "      <td>5.24</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.20</td>\n",
       "      <td>5.53</td>\n",
       "      <td>5.52</td>\n",
       "      <td>5.61</td>\n",
       "      <td>5.74</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.79</td>\n",
       "      <td>5.82</td>\n",
       "      <td>...</td>\n",
       "      <td>137.43</td>\n",
       "      <td>134.50</td>\n",
       "      <td>134.32</td>\n",
       "      <td>134.50</td>\n",
       "      <td>132.31</td>\n",
       "      <td>135.85</td>\n",
       "      <td>136.14</td>\n",
       "      <td>131.16</td>\n",
       "      <td>127.00</td>\n",
       "      <td>128.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMAT</th>\n",
       "      <td>29.79</td>\n",
       "      <td>29.27</td>\n",
       "      <td>28.48</td>\n",
       "      <td>27.08</td>\n",
       "      <td>26.59</td>\n",
       "      <td>27.45</td>\n",
       "      <td>27.70</td>\n",
       "      <td>28.31</td>\n",
       "      <td>27.18</td>\n",
       "      <td>27.16</td>\n",
       "      <td>...</td>\n",
       "      <td>48.06</td>\n",
       "      <td>46.46</td>\n",
       "      <td>46.55</td>\n",
       "      <td>46.22</td>\n",
       "      <td>45.70</td>\n",
       "      <td>45.75</td>\n",
       "      <td>46.95</td>\n",
       "      <td>48.08</td>\n",
       "      <td>47.69</td>\n",
       "      <td>48.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AMZN</th>\n",
       "      <td>30.13</td>\n",
       "      <td>30.25</td>\n",
       "      <td>30.81</td>\n",
       "      <td>31.50</td>\n",
       "      <td>32.50</td>\n",
       "      <td>33.81</td>\n",
       "      <td>32.94</td>\n",
       "      <td>30.88</td>\n",
       "      <td>30.44</td>\n",
       "      <td>33.69</td>\n",
       "      <td>...</td>\n",
       "      <td>1842.92</td>\n",
       "      <td>1812.97</td>\n",
       "      <td>1813.70</td>\n",
       "      <td>1802.00</td>\n",
       "      <td>1829.24</td>\n",
       "      <td>1863.61</td>\n",
       "      <td>1808.00</td>\n",
       "      <td>1817.27</td>\n",
       "      <td>1779.22</td>\n",
       "      <td>1777.44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 4530 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0      1      2      3      4      5      6      7      8      9     \\\n",
       "stock                                                                         \n",
       "AAPL    3.22   3.12   2.99   3.04   3.00   3.03   2.96   3.01   3.01   3.02   \n",
       "ADBE   28.44  28.43  28.89  28.26  29.00  30.32  30.17  28.89  28.02  28.71   \n",
       "ADSK    5.24   5.02   5.20   5.53   5.52   5.61   5.74   5.70   5.79   5.82   \n",
       "AMAT   29.79  29.27  28.48  27.08  26.59  27.45  27.70  28.31  27.18  27.16   \n",
       "AMZN   30.13  30.25  30.81  31.50  32.50  33.81  32.94  30.88  30.44  33.69   \n",
       "\n",
       "       ...     4520     4521     4522     4523     4524     4525     4526  \\\n",
       "stock  ...                                                                  \n",
       "AAPL   ...   189.73   191.21   190.77   190.94   192.33   194.14   193.53   \n",
       "ADBE   ...   259.78   257.68   257.54   259.47   257.49   263.17   261.93   \n",
       "ADSK   ...   137.43   134.50   134.32   134.50   132.31   135.85   136.14   \n",
       "AMAT   ...    48.06    46.46    46.55    46.22    45.70    45.75    46.95   \n",
       "AMZN   ...  1842.92  1812.97  1813.70  1802.00  1829.24  1863.61  1808.00   \n",
       "\n",
       "          4527     4528     4529  \n",
       "stock                             \n",
       "AAPL    190.31   189.25   189.63  \n",
       "ADBE    254.81   242.32   244.68  \n",
       "ADSK    131.16   127.00   128.44  \n",
       "AMAT     48.08    47.69    48.41  \n",
       "AMZN   1817.27  1779.22  1777.44  \n",
       "\n",
       "[5 rows x 4530 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CREATE CLOSE PRICE MATRIX ###\n",
    "\n",
    "df_close = df.set_index(['stock','timestamp'])['adj_close'].unstack()\n",
    "df_close = df_close.loc[~df_close.isna().any(axis=1)].copy()\n",
    "df_close.columns = range(len(df_close.columns))\n",
    "\n",
    "df_close.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTIONS TO CREATE SEQUENCES ### \n",
    "\n",
    "sequence_length = 30\n",
    "\n",
    "\n",
    "def get_timespan(df, today, days):\n",
    "                \n",
    "    date_range = np.arange(today-days, today)\n",
    "                \n",
    "    return df[date_range].T\n",
    "\n",
    "def corr_matrix(df, today, days):\n",
    "    \n",
    "    seq = get_timespan(df, today, days)\n",
    "    corr_seq = seq.corr().values\n",
    "    \n",
    "    return corr_seq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "### DEFINE TRAIN/TEST SPLIT ###\n",
    "\n",
    "train_date = int(len(df_close.columns)*0.7) \n",
    "test_date = len(df_close.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████| 3141/3141 [00:12<00:00, 244.01it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3141, 30, 32, 3) (3141, 32, 32)\n"
     ]
    }
   ],
   "source": [
    "### CREATE TRAIN SEQUENCES ###\n",
    "\n",
    "X_seq, X_corr = [], []\n",
    "\n",
    "for d in tqdm(range(sequence_length, train_date)):\n",
    "\n",
    "    seq_ = np.stack([get_timespan(df_open, d, sequence_length).values,\n",
    "                     get_timespan(df_high, d, sequence_length).values,\n",
    "                     get_timespan(df_close, d, sequence_length).values], axis=-1)\n",
    "    corr_ = corr_matrix(df_close, d, sequence_length)\n",
    "    X_seq.append(seq_), X_corr.append(corr_)\n",
    "    \n",
    "X_train = np.stack(X_seq, axis=0).astype('float16')\n",
    "X_train_corr = np.stack(X_corr, axis=0).astype('float16')\n",
    "\n",
    "print(X_train.shape, X_train_corr.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████| 1329/1329 [00:05<00:00, 250.90it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1329, 30, 32, 3) (1329, 32, 32)\n"
     ]
    }
   ],
   "source": [
    "### CREATE TEST SEQUENCES ###\n",
    "\n",
    "X_seq, X_corr = [], []\n",
    "\n",
    "for d in tqdm(range(train_date+sequence_length, test_date)):\n",
    "\n",
    "    seq_ = np.stack([get_timespan(df_open, d, sequence_length).values,\n",
    "                     get_timespan(df_high, d, sequence_length).values,\n",
    "                     get_timespan(df_close, d, sequence_length).values], axis=-1)\n",
    "    corr_ = corr_matrix(df_close, d, sequence_length)\n",
    "    X_seq.append(seq_), X_corr.append(corr_)\n",
    "    \n",
    "X_test = np.stack(X_seq, axis=0).astype('float16')\n",
    "X_test_corr = np.stack(X_corr, axis=0).astype('float16')\n",
    "\n",
    "print(X_test.shape, X_test_corr.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "### STANDARDIZE SEQUENCES WITH THE FIRST VALUE ###\n",
    "\n",
    "X_train = X_train / X_train[:,0,:,:][:,None,:,:]\n",
    "X_test = X_test / X_test[:,0,:,:][:,None,:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_seed(seed):\n",
    "    \n",
    "    tf.random.set_seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(33)\n",
    "    random.seed(seed)\n",
    "\n",
    "def get_model(series, dilation_rates, timesteps, n_features):\n",
    "    \n",
    "    set_seed(33)\n",
    "        \n",
    "    def res_block(inp, dilation_rate):\n",
    "\n",
    "        x = Conv1D(32, 3, padding='same', dilation_rate=dilation_rate, \n",
    "                    activation='elu')(inp)\n",
    "        x = Conv1D(32, 3, padding='same', dilation_rate=dilation_rate, \n",
    "                    activation='elu')(x)\n",
    "        z = Conv1D(32, 3, padding='same', activation='elu')(inp)\n",
    "        \n",
    "        resid = Add()([z, x]) \n",
    "\n",
    "        return resid\n",
    "    \n",
    "    def wavenet(inp, dilation_rates):\n",
    "    \n",
    "        skips = []\n",
    "\n",
    "        for dilation_rate in dilation_rates:\n",
    "            skips.append(res_block(inp, dilation_rate))\n",
    "\n",
    "        skips = Add()(skips)\n",
    "        x = GlobalAveragePooling1D()(skips)\n",
    "        \n",
    "        return Model(inp, x, name='WaveNet')\n",
    "    \n",
    "    inp = Input((timesteps, n_features))\n",
    "    WaveNet = wavenet(inp, dilation_rates)\n",
    "    \n",
    "    inputs, encoders = [], {}\n",
    "    for s in series:\n",
    "        inp = Input((timesteps, n_features), name=s)    \n",
    "        encoder = WaveNet(inp)\n",
    "        inputs.append(inp)\n",
    "        encoders[s] = encoder\n",
    "        \n",
    "    dots = []\n",
    "    for s1,s2 in itertools.combinations(encoders.keys(), r=2):\n",
    "        dot = Dot(axes=-1, normalize=True, \n",
    "                  name=s2+'_'+s1)([encoders[s1],encoders[s2]])\n",
    "        dots.append(dot)\n",
    "\n",
    "    model = Model(inputs, dots)\n",
    "    model.compile('adam', loss='mse')\n",
    "\n",
    "    return model, WaveNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "### GET NUEMRICAL REFERNCES OF DESIRED STOCKS ###\n",
    "\n",
    "id_stock = dict(enumerate(df_close.index))\n",
    "stock_id = dict(zip(id_stock.values(), id_stock.keys()))\n",
    "\n",
    "stocks = ['AAPL','AMZN','MSFT']\n",
    "ids = [stock_id[s] for s in stocks]\n",
    "\n",
    "stock_1 = stock_id['AAPL']\n",
    "stock_2 = stock_id['AMZN']\n",
    "stock_3 = stock_id['MSFT']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "13/13 - 2s - loss: 1.5255 - AMZN_AAPL_loss: 0.5227 - MSFT_AAPL_loss: 0.5088 - MSFT_AMZN_loss: 0.4941\n",
      "Epoch 2/100\n",
      "13/13 - 2s - loss: 0.8512 - AMZN_AAPL_loss: 0.2679 - MSFT_AAPL_loss: 0.2963 - MSFT_AMZN_loss: 0.2870\n",
      "Epoch 3/100\n",
      "13/13 - 1s - loss: 0.6608 - AMZN_AAPL_loss: 0.2127 - MSFT_AAPL_loss: 0.2290 - MSFT_AMZN_loss: 0.2192\n",
      "Epoch 4/100\n",
      "13/13 - 1s - loss: 0.6076 - AMZN_AAPL_loss: 0.2017 - MSFT_AAPL_loss: 0.1998 - MSFT_AMZN_loss: 0.2061\n",
      "Epoch 5/100\n",
      "13/13 - 1s - loss: 0.6805 - AMZN_AAPL_loss: 0.2215 - MSFT_AAPL_loss: 0.2391 - MSFT_AMZN_loss: 0.2199\n",
      "Epoch 6/100\n",
      "13/13 - 1s - loss: 0.8226 - AMZN_AAPL_loss: 0.2588 - MSFT_AAPL_loss: 0.2882 - MSFT_AMZN_loss: 0.2756\n",
      "Epoch 7/100\n",
      "13/13 - 2s - loss: 0.5981 - AMZN_AAPL_loss: 0.1981 - MSFT_AAPL_loss: 0.1998 - MSFT_AMZN_loss: 0.2002\n",
      "Epoch 8/100\n",
      "13/13 - 2s - loss: 0.7669 - AMZN_AAPL_loss: 0.2481 - MSFT_AAPL_loss: 0.2576 - MSFT_AMZN_loss: 0.2612\n",
      "Epoch 9/100\n",
      "13/13 - 2s - loss: 1.0299 - AMZN_AAPL_loss: 0.3313 - MSFT_AAPL_loss: 0.3637 - MSFT_AMZN_loss: 0.3350\n",
      "Epoch 10/100\n",
      "13/13 - 1s - loss: 0.6608 - AMZN_AAPL_loss: 0.2114 - MSFT_AAPL_loss: 0.2272 - MSFT_AMZN_loss: 0.2222\n",
      "Epoch 11/100\n",
      "13/13 - 1s - loss: 0.5453 - AMZN_AAPL_loss: 0.1811 - MSFT_AAPL_loss: 0.1805 - MSFT_AMZN_loss: 0.1837\n",
      "Epoch 12/100\n",
      "13/13 - 1s - loss: 0.5897 - AMZN_AAPL_loss: 0.1948 - MSFT_AAPL_loss: 0.1991 - MSFT_AMZN_loss: 0.1958\n",
      "Epoch 13/100\n",
      "13/13 - 1s - loss: 0.9243 - AMZN_AAPL_loss: 0.2946 - MSFT_AAPL_loss: 0.3251 - MSFT_AMZN_loss: 0.3046\n",
      "Epoch 14/100\n",
      "13/13 - 1s - loss: 1.3525 - AMZN_AAPL_loss: 0.4496 - MSFT_AAPL_loss: 0.4627 - MSFT_AMZN_loss: 0.4402\n",
      "Epoch 15/100\n",
      "13/13 - 1s - loss: 0.6754 - AMZN_AAPL_loss: 0.2132 - MSFT_AAPL_loss: 0.2383 - MSFT_AMZN_loss: 0.2239\n",
      "Epoch 16/100\n",
      "13/13 - 1s - loss: 0.5283 - AMZN_AAPL_loss: 0.1760 - MSFT_AAPL_loss: 0.1713 - MSFT_AMZN_loss: 0.1810\n",
      "Epoch 17/100\n",
      "13/13 - 1s - loss: 0.6087 - AMZN_AAPL_loss: 0.1993 - MSFT_AAPL_loss: 0.2059 - MSFT_AMZN_loss: 0.2035\n",
      "Epoch 18/100\n",
      "13/13 - 1s - loss: 0.7313 - AMZN_AAPL_loss: 0.2333 - MSFT_AAPL_loss: 0.2514 - MSFT_AMZN_loss: 0.2466\n",
      "Epoch 19/100\n",
      "13/13 - 1s - loss: 0.9112 - AMZN_AAPL_loss: 0.2949 - MSFT_AAPL_loss: 0.3187 - MSFT_AMZN_loss: 0.2975\n",
      "Epoch 20/100\n",
      "13/13 - 1s - loss: 0.7306 - AMZN_AAPL_loss: 0.2313 - MSFT_AAPL_loss: 0.2568 - MSFT_AMZN_loss: 0.2425\n",
      "Epoch 21/100\n",
      "13/13 - 1s - loss: 0.5238 - AMZN_AAPL_loss: 0.1713 - MSFT_AAPL_loss: 0.1787 - MSFT_AMZN_loss: 0.1738\n",
      "Epoch 22/100\n",
      "13/13 - 1s - loss: 0.4972 - AMZN_AAPL_loss: 0.1738 - MSFT_AAPL_loss: 0.1606 - MSFT_AMZN_loss: 0.1628\n",
      "Epoch 23/100\n",
      "13/13 - 1s - loss: 0.4850 - AMZN_AAPL_loss: 0.1674 - MSFT_AAPL_loss: 0.1573 - MSFT_AMZN_loss: 0.1603\n",
      "Epoch 24/100\n",
      "13/13 - 1s - loss: 0.4955 - AMZN_AAPL_loss: 0.1701 - MSFT_AAPL_loss: 0.1627 - MSFT_AMZN_loss: 0.1627\n",
      "Epoch 25/100\n",
      "13/13 - 1s - loss: 0.5030 - AMZN_AAPL_loss: 0.1686 - MSFT_AAPL_loss: 0.1673 - MSFT_AMZN_loss: 0.1672\n",
      "Epoch 26/100\n",
      "13/13 - 1s - loss: 0.4801 - AMZN_AAPL_loss: 0.1614 - MSFT_AAPL_loss: 0.1574 - MSFT_AMZN_loss: 0.1613\n",
      "Epoch 27/100\n",
      "13/13 - 1s - loss: 0.4553 - AMZN_AAPL_loss: 0.1588 - MSFT_AAPL_loss: 0.1469 - MSFT_AMZN_loss: 0.1496\n",
      "Epoch 28/100\n",
      "13/13 - 1s - loss: 0.4423 - AMZN_AAPL_loss: 0.1489 - MSFT_AAPL_loss: 0.1469 - MSFT_AMZN_loss: 0.1465\n",
      "Epoch 29/100\n",
      "13/13 - 2s - loss: 0.4284 - AMZN_AAPL_loss: 0.1481 - MSFT_AAPL_loss: 0.1382 - MSFT_AMZN_loss: 0.1422\n",
      "Epoch 30/100\n",
      "13/13 - 2s - loss: 0.4466 - AMZN_AAPL_loss: 0.1513 - MSFT_AAPL_loss: 0.1471 - MSFT_AMZN_loss: 0.1482\n",
      "Epoch 31/100\n",
      "13/13 - 1s - loss: 0.4192 - AMZN_AAPL_loss: 0.1426 - MSFT_AAPL_loss: 0.1379 - MSFT_AMZN_loss: 0.1388\n",
      "Epoch 32/100\n",
      "13/13 - 2s - loss: 0.4036 - AMZN_AAPL_loss: 0.1387 - MSFT_AAPL_loss: 0.1328 - MSFT_AMZN_loss: 0.1321\n",
      "Epoch 33/100\n",
      "13/13 - 2s - loss: 0.3872 - AMZN_AAPL_loss: 0.1346 - MSFT_AAPL_loss: 0.1255 - MSFT_AMZN_loss: 0.1271\n",
      "Epoch 34/100\n",
      "13/13 - 2s - loss: 0.3773 - AMZN_AAPL_loss: 0.1275 - MSFT_AAPL_loss: 0.1266 - MSFT_AMZN_loss: 0.1232\n",
      "Epoch 35/100\n",
      "13/13 - 2s - loss: 0.4323 - AMZN_AAPL_loss: 0.1409 - MSFT_AAPL_loss: 0.1468 - MSFT_AMZN_loss: 0.1446\n",
      "Epoch 36/100\n",
      "13/13 - 1s - loss: 0.4573 - AMZN_AAPL_loss: 0.1419 - MSFT_AAPL_loss: 0.1615 - MSFT_AMZN_loss: 0.1539\n",
      "Epoch 37/100\n",
      "13/13 - 2s - loss: 0.9195 - AMZN_AAPL_loss: 0.2915 - MSFT_AAPL_loss: 0.3272 - MSFT_AMZN_loss: 0.3008\n",
      "Epoch 38/100\n",
      "13/13 - 2s - loss: 1.2644 - AMZN_AAPL_loss: 0.4167 - MSFT_AAPL_loss: 0.4369 - MSFT_AMZN_loss: 0.4108\n",
      "Epoch 39/100\n",
      "13/13 - 2s - loss: 0.5256 - AMZN_AAPL_loss: 0.1620 - MSFT_AAPL_loss: 0.1887 - MSFT_AMZN_loss: 0.1749\n",
      "Epoch 40/100\n",
      "13/13 - 1s - loss: 0.3753 - AMZN_AAPL_loss: 0.1247 - MSFT_AAPL_loss: 0.1268 - MSFT_AMZN_loss: 0.1237\n",
      "Epoch 41/100\n",
      "13/13 - 1s - loss: 0.4285 - AMZN_AAPL_loss: 0.1353 - MSFT_AAPL_loss: 0.1517 - MSFT_AMZN_loss: 0.1415\n",
      "Epoch 42/100\n",
      "13/13 - 2s - loss: 0.3684 - AMZN_AAPL_loss: 0.1227 - MSFT_AAPL_loss: 0.1237 - MSFT_AMZN_loss: 0.1220\n",
      "Epoch 43/100\n",
      "13/13 - 1s - loss: 0.3389 - AMZN_AAPL_loss: 0.1137 - MSFT_AAPL_loss: 0.1149 - MSFT_AMZN_loss: 0.1102\n",
      "Epoch 44/100\n",
      "13/13 - 2s - loss: 0.3477 - AMZN_AAPL_loss: 0.1143 - MSFT_AAPL_loss: 0.1167 - MSFT_AMZN_loss: 0.1166\n",
      "Epoch 45/100\n",
      "13/13 - 2s - loss: 0.3450 - AMZN_AAPL_loss: 0.1126 - MSFT_AAPL_loss: 0.1176 - MSFT_AMZN_loss: 0.1148\n",
      "Epoch 46/100\n",
      "13/13 - 1s - loss: 0.3396 - AMZN_AAPL_loss: 0.1103 - MSFT_AAPL_loss: 0.1186 - MSFT_AMZN_loss: 0.1107\n",
      "Epoch 47/100\n",
      "13/13 - 2s - loss: 0.3114 - AMZN_AAPL_loss: 0.1044 - MSFT_AAPL_loss: 0.1070 - MSFT_AMZN_loss: 0.0999\n",
      "Epoch 48/100\n",
      "13/13 - 2s - loss: 0.3241 - AMZN_AAPL_loss: 0.1053 - MSFT_AAPL_loss: 0.1101 - MSFT_AMZN_loss: 0.1088\n",
      "Epoch 49/100\n",
      "13/13 - 1s - loss: 0.3326 - AMZN_AAPL_loss: 0.1063 - MSFT_AAPL_loss: 0.1170 - MSFT_AMZN_loss: 0.1093\n",
      "Epoch 50/100\n",
      "13/13 - 1s - loss: 0.3020 - AMZN_AAPL_loss: 0.0994 - MSFT_AAPL_loss: 0.1056 - MSFT_AMZN_loss: 0.0970\n",
      "Epoch 51/100\n",
      "13/13 - 1s - loss: 0.3118 - AMZN_AAPL_loss: 0.1046 - MSFT_AAPL_loss: 0.1079 - MSFT_AMZN_loss: 0.0994\n",
      "Epoch 52/100\n",
      "13/13 - 1s - loss: 0.2982 - AMZN_AAPL_loss: 0.0947 - MSFT_AAPL_loss: 0.1038 - MSFT_AMZN_loss: 0.0997\n",
      "Epoch 53/100\n",
      "13/13 - 1s - loss: 0.2825 - AMZN_AAPL_loss: 0.0920 - MSFT_AAPL_loss: 0.0995 - MSFT_AMZN_loss: 0.0910\n",
      "Epoch 54/100\n",
      "13/13 - 1s - loss: 0.3407 - AMZN_AAPL_loss: 0.1084 - MSFT_AAPL_loss: 0.1191 - MSFT_AMZN_loss: 0.1132\n",
      "Epoch 55/100\n",
      "13/13 - 1s - loss: 0.3418 - AMZN_AAPL_loss: 0.1055 - MSFT_AAPL_loss: 0.1215 - MSFT_AMZN_loss: 0.1148\n",
      "Epoch 56/100\n",
      "13/13 - 1s - loss: 0.2862 - AMZN_AAPL_loss: 0.0939 - MSFT_AAPL_loss: 0.1016 - MSFT_AMZN_loss: 0.0907\n",
      "Epoch 57/100\n",
      "13/13 - 1s - loss: 0.2745 - AMZN_AAPL_loss: 0.0897 - MSFT_AAPL_loss: 0.0950 - MSFT_AMZN_loss: 0.0898\n",
      "Epoch 58/100\n",
      "13/13 - 1s - loss: 0.2409 - AMZN_AAPL_loss: 0.0801 - MSFT_AAPL_loss: 0.0837 - MSFT_AMZN_loss: 0.0771\n",
      "Epoch 59/100\n",
      "13/13 - 1s - loss: 0.2549 - AMZN_AAPL_loss: 0.0846 - MSFT_AAPL_loss: 0.0883 - MSFT_AMZN_loss: 0.0819\n",
      "Epoch 60/100\n",
      "13/13 - 2s - loss: 0.2495 - AMZN_AAPL_loss: 0.0816 - MSFT_AAPL_loss: 0.0858 - MSFT_AMZN_loss: 0.0822\n",
      "Epoch 61/100\n",
      "13/13 - 2s - loss: 0.2377 - AMZN_AAPL_loss: 0.0800 - MSFT_AAPL_loss: 0.0810 - MSFT_AMZN_loss: 0.0767\n",
      "Epoch 62/100\n",
      "13/13 - 1s - loss: 0.2393 - AMZN_AAPL_loss: 0.0792 - MSFT_AAPL_loss: 0.0839 - MSFT_AMZN_loss: 0.0761\n",
      "Epoch 63/100\n",
      "13/13 - 2s - loss: 0.2241 - AMZN_AAPL_loss: 0.0758 - MSFT_AAPL_loss: 0.0781 - MSFT_AMZN_loss: 0.0703\n",
      "Epoch 64/100\n",
      "13/13 - 1s - loss: 0.2273 - AMZN_AAPL_loss: 0.0754 - MSFT_AAPL_loss: 0.0788 - MSFT_AMZN_loss: 0.0731\n",
      "Epoch 65/100\n",
      "13/13 - 2s - loss: 0.2344 - AMZN_AAPL_loss: 0.0768 - MSFT_AAPL_loss: 0.0828 - MSFT_AMZN_loss: 0.0748\n",
      "Epoch 66/100\n",
      "13/13 - 2s - loss: 0.2222 - AMZN_AAPL_loss: 0.0746 - MSFT_AAPL_loss: 0.0762 - MSFT_AMZN_loss: 0.0714\n",
      "Epoch 67/100\n",
      "13/13 - 2s - loss: 0.3871 - AMZN_AAPL_loss: 0.1141 - MSFT_AAPL_loss: 0.1455 - MSFT_AMZN_loss: 0.1275\n",
      "Epoch 68/100\n",
      "13/13 - 2s - loss: 0.3053 - AMZN_AAPL_loss: 0.0900 - MSFT_AAPL_loss: 0.1126 - MSFT_AMZN_loss: 0.1027\n",
      "Epoch 69/100\n",
      "13/13 - 2s - loss: 0.2229 - AMZN_AAPL_loss: 0.0743 - MSFT_AAPL_loss: 0.0774 - MSFT_AMZN_loss: 0.0712\n",
      "Epoch 70/100\n",
      "13/13 - 2s - loss: 0.2095 - AMZN_AAPL_loss: 0.0707 - MSFT_AAPL_loss: 0.0718 - MSFT_AMZN_loss: 0.0669\n",
      "Epoch 71/100\n",
      "13/13 - 2s - loss: 0.2026 - AMZN_AAPL_loss: 0.0689 - MSFT_AAPL_loss: 0.0691 - MSFT_AMZN_loss: 0.0646\n",
      "Epoch 72/100\n",
      "13/13 - 2s - loss: 0.2403 - AMZN_AAPL_loss: 0.0765 - MSFT_AAPL_loss: 0.0893 - MSFT_AMZN_loss: 0.0746\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 73/100\n",
      "13/13 - 3s - loss: 0.2663 - AMZN_AAPL_loss: 0.0807 - MSFT_AAPL_loss: 0.0955 - MSFT_AMZN_loss: 0.0901\n",
      "Epoch 74/100\n",
      "13/13 - 2s - loss: 0.2269 - AMZN_AAPL_loss: 0.0739 - MSFT_AAPL_loss: 0.0789 - MSFT_AMZN_loss: 0.0742\n",
      "Epoch 75/100\n",
      "13/13 - 2s - loss: 0.2660 - AMZN_AAPL_loss: 0.0825 - MSFT_AAPL_loss: 0.0963 - MSFT_AMZN_loss: 0.0873\n",
      "Epoch 76/100\n",
      "13/13 - 2s - loss: 0.3192 - AMZN_AAPL_loss: 0.0934 - MSFT_AAPL_loss: 0.1200 - MSFT_AMZN_loss: 0.1058\n",
      "Epoch 77/100\n",
      "13/13 - 2s - loss: 0.3305 - AMZN_AAPL_loss: 0.0997 - MSFT_AAPL_loss: 0.1229 - MSFT_AMZN_loss: 0.1079\n",
      "Epoch 78/100\n",
      "13/13 - 2s - loss: 0.5468 - AMZN_AAPL_loss: 0.1657 - MSFT_AAPL_loss: 0.2055 - MSFT_AMZN_loss: 0.1756\n",
      "Epoch 79/100\n",
      "13/13 - 2s - loss: 0.6575 - AMZN_AAPL_loss: 0.1913 - MSFT_AAPL_loss: 0.2478 - MSFT_AMZN_loss: 0.2185\n",
      "Epoch 80/100\n",
      "13/13 - 2s - loss: 0.4870 - AMZN_AAPL_loss: 0.1408 - MSFT_AAPL_loss: 0.1844 - MSFT_AMZN_loss: 0.1617\n",
      "Epoch 81/100\n",
      "13/13 - 2s - loss: 0.2520 - AMZN_AAPL_loss: 0.0764 - MSFT_AAPL_loss: 0.0943 - MSFT_AMZN_loss: 0.0813\n",
      "Epoch 82/100\n",
      "13/13 - 2s - loss: 0.2261 - AMZN_AAPL_loss: 0.0746 - MSFT_AAPL_loss: 0.0789 - MSFT_AMZN_loss: 0.0726\n",
      "Epoch 83/100\n",
      "13/13 - 1s - loss: 0.2000 - AMZN_AAPL_loss: 0.0683 - MSFT_AAPL_loss: 0.0683 - MSFT_AMZN_loss: 0.0634\n",
      "Epoch 84/100\n",
      "13/13 - 1s - loss: 0.1989 - AMZN_AAPL_loss: 0.0673 - MSFT_AAPL_loss: 0.0689 - MSFT_AMZN_loss: 0.0626\n",
      "Epoch 85/100\n",
      "13/13 - 1s - loss: 0.2109 - AMZN_AAPL_loss: 0.0718 - MSFT_AAPL_loss: 0.0718 - MSFT_AMZN_loss: 0.0673\n",
      "Epoch 86/100\n",
      "13/13 - 1s - loss: 0.1923 - AMZN_AAPL_loss: 0.0671 - MSFT_AAPL_loss: 0.0653 - MSFT_AMZN_loss: 0.0598\n",
      "Epoch 87/100\n",
      "13/13 - 1s - loss: 0.1970 - AMZN_AAPL_loss: 0.0686 - MSFT_AAPL_loss: 0.0665 - MSFT_AMZN_loss: 0.0619\n",
      "Epoch 88/100\n",
      "13/13 - 1s - loss: 0.1990 - AMZN_AAPL_loss: 0.0689 - MSFT_AAPL_loss: 0.0675 - MSFT_AMZN_loss: 0.0626\n",
      "Epoch 89/100\n",
      "13/13 - 1s - loss: 0.2231 - AMZN_AAPL_loss: 0.0729 - MSFT_AAPL_loss: 0.0791 - MSFT_AMZN_loss: 0.0711\n",
      "Epoch 90/100\n",
      "13/13 - 1s - loss: 0.2117 - AMZN_AAPL_loss: 0.0707 - MSFT_AAPL_loss: 0.0745 - MSFT_AMZN_loss: 0.0665\n",
      "Epoch 91/100\n",
      "13/13 - 1s - loss: 0.2226 - AMZN_AAPL_loss: 0.0719 - MSFT_AAPL_loss: 0.0792 - MSFT_AMZN_loss: 0.0714\n",
      "Epoch 92/100\n",
      "13/13 - 1s - loss: 0.1881 - AMZN_AAPL_loss: 0.0654 - MSFT_AAPL_loss: 0.0639 - MSFT_AMZN_loss: 0.0589\n",
      "Epoch 93/100\n",
      "13/13 - 1s - loss: 0.1962 - AMZN_AAPL_loss: 0.0673 - MSFT_AAPL_loss: 0.0674 - MSFT_AMZN_loss: 0.0615\n",
      "Epoch 94/100\n",
      "13/13 - 1s - loss: 0.1974 - AMZN_AAPL_loss: 0.0674 - MSFT_AAPL_loss: 0.0672 - MSFT_AMZN_loss: 0.0628\n",
      "Epoch 95/100\n",
      "13/13 - 1s - loss: 0.2007 - AMZN_AAPL_loss: 0.0677 - MSFT_AAPL_loss: 0.0700 - MSFT_AMZN_loss: 0.0629\n",
      "Epoch 96/100\n",
      "13/13 - 1s - loss: 0.1894 - AMZN_AAPL_loss: 0.0656 - MSFT_AAPL_loss: 0.0640 - MSFT_AMZN_loss: 0.0598\n",
      "Epoch 97/100\n",
      "13/13 - 1s - loss: 0.1901 - AMZN_AAPL_loss: 0.0650 - MSFT_AAPL_loss: 0.0655 - MSFT_AMZN_loss: 0.0596\n",
      "Epoch 98/100\n",
      "13/13 - 1s - loss: 0.1881 - AMZN_AAPL_loss: 0.0644 - MSFT_AAPL_loss: 0.0644 - MSFT_AMZN_loss: 0.0592\n",
      "Epoch 99/100\n",
      "13/13 - 2s - loss: 0.1870 - AMZN_AAPL_loss: 0.0646 - MSFT_AAPL_loss: 0.0640 - MSFT_AMZN_loss: 0.0584\n",
      "Epoch 100/100\n",
      "13/13 - 1s - loss: 0.1840 - AMZN_AAPL_loss: 0.0647 - MSFT_AAPL_loss: 0.0630 - MSFT_AMZN_loss: 0.0563\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x297d8afe518>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_features = X_train.shape[-1]\n",
    "dilation_rates = [1, 2, 4, 6, 8]\n",
    "\n",
    "model, extractor = get_model(stocks, dilation_rates, timesteps=sequence_length, n_features=n_features)\n",
    "model.fit([X_train[:,:,s,:] for s in ids], \n",
    "          [X_train_corr[:,s1,s2] for s1,s2 in itertools.combinations(ids, r=2)],\n",
    "          epochs=100, batch_size=256, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "### MAKE PREDICTION ON UNSEEN DATA ###\n",
    "\n",
    "pred_test = model.predict([X_test[:,:,s,:] for s in ids])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0.09122674, 0.1148305, 0.091267206]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### PERFORMANCE ON UNSEEN DATA ###\n",
    "\n",
    "[mean_squared_error(X_test_corr[:,s1,s2],pred_test[i]) for i,(s1,s2) in enumerate(itertools.combinations(ids, r=2))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3141, 96) (1329, 96)\n"
     ]
    }
   ],
   "source": [
    "### EXTRACT EMBEDDINGS ###\n",
    "\n",
    "train_emb = np.concatenate([extractor.predict(X_train[:,:,s,:]) for s in ids], axis=1)\n",
    "test_emb = np.concatenate([extractor.predict(X_test[:,:,s,:]) for s in ids], axis=1)\n",
    "\n",
    "print(train_emb.shape, test_emb.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "### FIT TSNE ON UNSEEN DATA ###\n",
    "\n",
    "embedding = TSNE(n_components=2, perplexity=900, random_state=33)\n",
    "components_test = embedding.fit_transform(test_emb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x297de6a0710>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### EMBEDDINGS IN FUNTION OF TIME ###\n",
    "\n",
    "plt.figure(figsize=(9,6))\n",
    "plt.scatter(components_test[:,0],components_test[:,1], c=np.arange(test_date-train_date-sequence_length), cmap='viridis')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'correlation AMZN-MSFT')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### EMBEDDINGS IN FUNTION OF CORR INDEX (AMZN-MSFT) ###\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.scatter(components_test[:,0],components_test[:,1], c=X_test_corr[:,stock_2,stock_3], cmap='plasma')\n",
    "plt.colorbar(); plt.title('correlation AMZN-MSFT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'correlation AAPL-AMZN')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### EMBEDDINGS IN FUNTION OF CORR INDEX (AAPL-AMZN) ###\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.scatter(components_test[:,0],components_test[:,1], c=X_test_corr[:,stock_1,stock_2], cmap='plasma')\n",
    "plt.colorbar(); plt.title('correlation AAPL-AMZN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'correlation MSFT-APPL')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5a//X+e8RU1n06oaM1u/xNUB3Y9tVlaoW8CPgbWAxrvfdQhH5o4icET/s58DlIvIl8BRwaTyjxG4jbTx/jzJ27FidNWvWvu6Gx9eEtfdPZePzn+PUuckJxWfgy89mzB1rkci05MW3koXZ9yUkOKDN7e5YV8O/x7xNXaWF2u730Z9tctKfRnLkTwa3uX6P9omIzN6FGa1VjB0a0pkP923VOeaEpRntQ6bwRkweBzxqb8OufBp7x0NodEXaY2IVYTY8O6NBlADUchBjG4SnpkaE0ChO+f0Z6d+0Py8mUtUoSgCxsM27v5tPrHY3U8d7fD05QEISec4PHvsMu2IbdV9Mw6nYhn/gcIIjxmU8nYNTMw2r9BrcFLcW9rZ/YOSfh9n5N0mu1zUrNmP4TexoshAEC3bgxEzMYFOBsNHIkoz0cdW0Mhwr1XIhprB1WRXFozu2uC5VZc4jq/nor0uoKauj9xFFnHzrKLoO75CRvnq0Y1pontsf8ITJY58QXbmQigf/Co4NlkXdnE+o/eBVCn54ExJoJrJDK1EnjFX6k+TRjsZwKp/GyDkeyTqsYXegcx5qpb5C1pblI750Dg8mkjUyI/3s0DubLUurUvbbEYfcrq2L8PD+Hxfy8d+XEAu7fV76xkZWTyvj6lknUXhQXkb669FeEWiZQ0O7xzPleQDglC4h8vJ11N3/TSJP/R/2io/2WFvqOFQ+8R+IRsCKj0SidVilJYQ/eStz7dR+StpbXOtwql5K2pXdt4js/l3ATD7eieThmCfFwxclIEGMTv+XkX4e/cuh+LOTY+L5ggYDT+xGXresZs5KJVId4+O/NYoSAApWrc20W700GR77D54weeCULiX60s/QkrkQqUbLVxObehvW/Nf2SHt22QY0kmYxqxUjMveTzDWkNultGxovS2bYbefTYVRvxG9iZAXw5Wdx0PVnEhx8O9LpCjA7An7IGofR+0k0vBB7xfnYS8/AKb0btVu+oDeRgcd35Yz/HEKog59Arg8zaDBocjHnPjGhVfVsW1mN4U99Y3ZsZf2M8oTfHdZ8WMqSV0oIl0dSjvfYj1Fp3dZO8Ux5HsRm/C85GR2AFcGa8T/M4aciRpoI123B9DWbaVN86dJR7B6SPZFmo4jnnZGy21+Qw4h/Xkq0vAqruo6sHp0Qn3vtZtE1UNQYacXe8Ccof7YhWoSWrka3v4ox6GXE2Ln5bdVX23johjks+WILRT1zuPB3o5l4WX/GXNiXbauqyS4M4pcYZa99Rt2G7eSP7EPhccMxAjv/bPJ7ZGNH089odxroZuYtW1jB45M/IFrtjlSdmMMxfxjJxJ8N3WndHvsB2r6T/7UGT5g80C3L0xdYEaitgJxOGW3PLOyG2bEQu6zJAnJ/kNDhJ2asHTHyMIv+gr3lV6AOEAMJYeRORrKaTxsR6JxHoHPz8zEa3QzlT4FGE3ZGILoJ3fYKUnhOs+eunr+Nn0x6g0jYQhV2lNVx64UfcuXfx3P6FUMoGpxP1eIS5vz8EdR20KjF1vfnU/L4h4z67xX48pJNe+WfLGXt/z4gsnkH2f26cPDkbsx7K4xV2yjI/myTY34zDHWUJ06dRvWmZA/DD/+wgB7jO9PnyC7N9ttjP8GbY2pERB4UkTIRSZtWU0SOEZEKEZkX327MRLsemUHymlmIKgKh3My3J0L+JdchuR0gGAJ/APwBgiPGEhp7dEbbMvNOxd/7HczOP8UouBpf98cwi/7ctmCo4bnpEw1qLVq187m5B2+Y0yBK9UTCNv+7fja25aCqLL/1RZzaKBr3EHTqYkTKKlj/2IdJdZW98xVL//AC4ZWl2DURqhasp2vFXMadlYsvZGD4BScoLJJafnn5+zx74xwiVTGaEqu1mX1vejd6j/2MDC+w3VdkasT0MHAnsLNwzh+r6ukZas8jg/jGX0zs7VuSzXm+IOaIMxAzsGfa7NKdzr+7i+iSeTiVO/D3G4yvW69dn7gbiK8YsyAzjgoA+AqbKTAh0G2npy79YmtaK2YsalO+MUxBtkOkrCKlXGM25dMW0u+Hp7i/q7L6v+/iRJKFxolY9MwuYehn3+KqI1+hKmxBDFhWx7P/XMDBpHGmUKjdHk3d77F/oRwwI6aMCJOqfiQifTNRl8fex+w3ET3qx1if3gexMIiJOfIMfIdn8GGeBjF9BIe3u0XnuybnUNcRwqklaZWi+DE6n7/TU4t65bC9NNXxQx3w7Shn3UMfY2odaoJtmyQGdzYCjV9XpzaGtaNpwFmX8OoyXvzrPGoidlJs6LJIFJsARpqA0b0OL8SK2PiCGZ5P9Ni7tGOHhtawN+eYDo/HUtoIXKeqC/di2x67wDfsFMyhJ0FdJQRyEDNzTgjtFVULrX4Xp+ptMPIxC85GQiN2eZ6IgTHgEZw1V0FknZv+XHwYvW5FQjsPUXThb0fxwHUvE6lxKN1cAEAwy+Tsb+ex5ncP4kQtDFHUAMOwiMV8gGAE/XQ9/dCGeoyQHyPkx65J9aoLFuWzcGYZjpM8NLMACyWQRpim3bSAaTcvose4Tpxx33iKhuanHOOxH+A5P7SKOUAfVa2O54N/GTgo3YHxfCBXAPTu3Xsvdc8D3AcuWQUZrbOmIsq6JRUU9cymsEdORutuC6oW9vrL0Lqv4qkuDKzKlzCKfonZMX3W20Qk2Atz8OtoZA3YYcgahMjOv05as5DD+lzL2Ec3Y8UcyjZ34LabvsWQow5ndMXHxBLMciKuZcYXcHAkRIcx/Sj+zuGN5YbQ49yJlDzxSVIYJSPop9dlR9Nz23o2rk5etOsDfA2ipBTk1dKlcxWOCpu35lNVk0XJ5+U8ePRUfrzkNLI6ZWahs8feon27gLeGvSJMqlqZ8PMUEblbRApVdWuaY+8D7gM3iOve6J9H5lFVHr5xDs/fsRBfwCAWdTj0hO5c/8TRZOXs+9GYVr2dIEoAjrvwdstfMPLPQMyWhfCRYN+WtWdVoksvBrsa0wAzCD37lHPno89i976E+Ze+nVo3YIZ8DL79++QMLE4p73XRJNRx2Pj0ZziWjZkVoM//HUuXE0ZyWaiQLz8tJRJuDKXkC5kYUQEHBvUrpVtRJabhfsV6dN3Bmg2dWbOhEKvOYe4jq5n40yEtujaPdoKCenNMLUdEugGlqqoiMh7XG7B8F6d57Me88+gKXvz3IqJ1NtE613V5ztSN/PPKT/nNY5n1vNsdnKq30iQFBMSPhj9H8k7KbIPbpqQs6hUAjWFGPqY5Fyl/5/y0ogTuqKnPZcfQ+6KjsGrq8OWGkHjkioOPLOamh4/h9ms/pWJrHYYpnHrJYAZWm5RMWUpxUSWm2dimaSp9e5SzeWs+dbUBVk0tpXJjLVkdA4w6vy8d+7af0a7HTvBGTI2IyFPAMbhpekuA3wN+AFW9B/gOcJWIWEAtcG5b83V4tG+e+/t86mqSA59G62w+fnEN194zcd+PmsxcXGlochsqYGRnvDmNlsadJZrgRDGMcjpOGsH2TxY2uIiDa5br9p3m11vVIz4Df4fUPh9zVj+OPrMvldsiZOX6CQRNYmGLd89ajBFO//UrLKhhw9YAqz4oZfnbmzH8Bh/9eTFnPTSeEd/xTOvtHm+OqRFVPW8X5XfiupN7fA2YOW0D65alujyDu4appiK2z4XJ6HA2duUbDZEbGhAfkn0YqsqKmeVsWFxBj6EdGDi+c5vWPkneGLQ0G5wwdp2PzR8OpmJBDxCh47FCrx+chl1dR+W8lRh+H07MougbEyicPK5N1ykidOjcGInCn+1jxLn9WPdoCdjJTzEFbAS1aYh27sQcnBi8/L2ZDJrcnUBO8iNDVflyxmbWrahg0MjODDm4KKUPqsqKJduoq7UYOqoIn8+LhLZHULwRk8feR7etxF7+BkSrMfochfSa6Dos7EOiUZsPXl3NmuU7GDisE4Vds7nmm28QsIUgJtLEAyyvY4CCLiHmvLCezx5ZjRhw+CX9OfjMHm1b9NpKjKwxaOcf45TfAQRAFPBj9nqQumq45eR3WLdgR8PxvYZ34IZ3jicrbzcFNf9IyBqEVi9lxUOHEd2Wg9qua/bWt1ZSs/RBDvr7NcS2VBDdUkGod5eUKA+ZouiEkZQ8OR2niTCJQF2gCEdTF+GKKbzx49mICD0ndGbU+X2orbP4/smvsH5FhRvY2lEOPrwbd750GsGQ+2hZuWQbV3z7NUo3VmMYgj9g8vcHT+LYyf32yLV97TlA5pi8DLb7CfbSV3A+/zc4sfiilyyk62jME/6S+Vh2LaRsYzXnT3qeiu0RasMxsrL9iAPRWhvDETpqEAEEQVFCWT5+88TRLH5qA1++tpFo3NQXzPEx5ts9ueyR1gUtzQRqlaPhz8HMRbIPR8TPvVfM4MPHV2NFGh/cvqDBURf048r7d7+P6tSx4827WP/gBpxo8t/MCAXo97tLyRud1lk142x+dTYr//0mYpquQdNxGHTjt3n/v9tY+Oz6tOcYfgMn5uDPMcnuHGTDaJMP3llLLNb4OQVCJhf+aBQ/vXUiluVwRP//UV4WTlpUnJXt4805F9Kr39c7R1TGM9gOzNGZf2udw4r5rTleBluP3UMjVTif/wvsSDzmG2DVoqVfous+3mf9+uM1H1K2qYZwdQx1IFwdIxK2UQVblG0SoRabGA62T7n2gSMo7pLDl69uaBAlAXxhi+WPr+UvvV/lo78txo7tPUO5+Dpj5J+KkXMUEg8z9MlTa5JECcCKOHzy1Jq2tWWEqC0fliJKAE7MonblhjbV3xq6nXEo4577KQOuncyA605n/Es/p3DSEA65tD/+HINOHWro2rmSoL9x9OTE/y6xGpuqTbVsfWNLkiiBO4/40sOLAfhk6jrqwrGUSBeW5fDMQ2mjl3m0hfrID63Z2imeKW8/QDfPAcMHdpOwMVYtzur3MPoes9f75DjKR2+uwW6SedVBGyILOKJUi/tgCwZMJp7Wmw/uWEqsrtE7raO4b0cCVG2o5YM/LGTdp+Vc+NKuJ/33FFYzEbqb298agt06I8EAGkn+WxoBP4EuHdG6DVDyGFQtgNwh0PMSJGvPhGoKdMyh6+SDk/Z1G2hw5CGr42ujFBFYv6mAleuT546cmFJMIO2rbST+991aFsZJ85HFog6lG2sydRkeibRfA1ir8EZM+wNmcwsdBfyZ9yBrC06ab0Yo28e5PxxJdq6frIIAvoB724VwBSlxbilWa7Py3c1snr8jpZ69xcjju9F06k4Md39bKZg02g0tlDifZghGKEDeiADMOhM2PgmVc2DjszDrLLRq74wuVJWFv3waw4rgMx18pmIaSs9uO+hckJpryvA3fkiGQif1kW+YHHVqHwDGHdEd205VpuwcP5NO7LPnLsRjv8cTpv0AKT7UDXvTFDOIcVDm4+KqKp9/UMIfrvyAm6+exrzPNqUcYxjCpJP7YJrJ5gCf3+CwE3sy7JAiTJ/QqSiLK28Yx7W3ulELxp7TGzHcc3wCRjqHBwM2zNqW8etqKd/7zzhyOgYIZLmfeSDLJKdjgO/f2TYPOQAzK8hBf7marIE9EJ+J+ExyhvThoL/9CGPtX8CuAa13GbfACcPym9vcblPUimFvK0NjjSO36qWbsSpqU966fabSs1uyl6Uvy+CQ7/Ujt0OAgb4QZ9CJo8jnBLsD/RY5VG2spc+AAs66YChZCZ58oSwf/Q4q4JSzBqbtV2VFhPVrK9IKmseuUUdatbVXPFPefoCYfswT/4b9zs9xl3e7GViN0RdjdB2Z8fZuvvpDpjy1jNoaCxF4/YllXPCjUfz4luSJ/xvvPIbzjnyOqooo4eoY2bl+OnfN5raHT6RTUXqPsvwuIa588UjuO/tTjIiNxjQlcpuIUNB73y3o7DYgj38vPYNpj6xi9dxt9Du4I8dcOoDcjrsfoseqrKb85feomrUQMzeb4u8eQ9aIQRiGYOa4n5UunZP+5KoFqDoZ8cBUVcJTX6Lm/Vfqd5A1aTK5k8/BrouCkf5hFcqBQJ4PtV3V6n1EIWf+41CGnNqdF787nUQ1K19UyZPf+JAfzD6FW+46jgnH9OSJe7+iNmzxjXMGccEVowgEkl+0aqqj/PjyN3lnykpMQ8jO9XPbP0/gjG970SdaxQHiLu555e1HqBVBN5rd2DkAACAASURBVHwOsTDSfSyS3Vz6hd1nwaxSvn/CK9SFkxfHBkMmz846h76DkmPpRSM2772yitXLtnPQ8M4cc3pf/P5dewnGIjbzXynh1e99kZTUTkyhY98crl1yKkbCQ7KyrA5/0CCrw55Jw7EnsavDrPzZX7Aqq8Fyr1WCATqffjRdzjut4TidPgGsytQKjBAcOTsj7vTh6e9Q/doTEEsI/uoPknPCmYQmnc5np/8Dp7bJ/FfQT98fHk+0Y2+2r6mh+OACuh/iJo98/vzpLHp+fcooy59tcuLfDiarQ4BeRxaR32PnJucLznqBj99fSyTSeC9kZft4bsrZjJvQo20X3U7JuFde/xz9/E+7DkKciO/8mbvsg4icAvwLMIEHVPW2NMecDdyEeyd8qao7D7O/q3615WSPvYv4gkifo/ZoGx++voZInZWyX1X55K21KcIUCJpMPrv1Ls7+oMkhZ/ehS99cnrt4BjvWhUGh1+GdOfuxCQ2itGrGVh65ZCbla2tQhUFHF3HZYxPI77rz9OXtiW1vf4JdFW4QJQCNRCl/9QM6nX4Mvrz46LD4XNjwKDgJGWaNIBR/J2NrvMLvvZwsSgCxCOFpr5N9/JkM+uVpLLvtNZyYDY5iZPnJ7lNI99PHYARTHxdVG1JNfwCxsM07P52DL2hixxwO+/Fgjr1lVNrr2LShKkWUAOpqLe78+0weef6sNl3z14fMB3EVERO4CzgRKAG+EJFXVXVRwjEHAb8BjlDV7SLS5lTInjB5JJGV48fnc4OuJmKYBqHszN8uPcd35trFp1JdWocZMMhOiGi9vSTMv078kEh1o1Aum1bGHcd9wI0LTtmrC3LbQs2XS9FYmkWrfh91q0rIHT3Y3dH3aqhbD1vfcwVJo9DxSOj/84z1xalKH5FDa2vAcehy4ghyBnZl06tziG2rptMRgyg6dhhGM6Pgg07tzqa525NGvfEasaOuGzzAF3cvo9cRRRx0aveUOjZtrCYQNFOESRXWrknfX49myPy80XhghaquAhCRp4FvAosSjrkcuEtVtwOoallbG/WEqZ2gqq47uBnYpw/ck787kHtu/iJlv6py/Jn9d3quOha64TOoXIfm94Hti2HFy2DXQkEfpHAoUjgauh+blBlXRMjrljon9dG9K7GbCKQdU7atC7Py060MPCI1/E17xF/YMZ7HInlooZaNEUr4HAw/DLsdrdsI4TWQ3QcJpTdjqRMDMZB0TjE7wVfcC2vDmpT9ZmE3xHTryulXxMCfnNyi+sZeOZDZ96+gelNdwt9KAUlyPIzV2My+d3laYRo0pHPKixC4jjQTJ/VsUT884lPPmZ+Z6QEkrrguAQ5rcswgABGZjmvuu0lV32pLo54wtQPs5a+jc+6Fuh3gz0VGX4ox7Ox9IlA9+uZz43+P4Y9XTcMXdwe2beUvj59EQU4t9rxH0c1zkLyeGMPOQzq63lVauw37rSugbrsrsIYDOAgOBGyomA+V89G1r8GC/8CxDyOh1Dkyx3ZYOmUTqz4sY+HU0vRrhwTK19SkFaYN87bz9k0LKJmzncKBeZx043AGHtNmy0Kb6HTa0VTO+BKN1o+aFNNnIxqj5JY7CA3oS/HVl+Av6gyAhLpDKPUBDqAVS9Evb4Ydi8Ew0e4nISN/jfhzW9SX3G9ezI77b4MEbzz8AXLPvGS3rs00HM64qTsLHlrC2i+jbK9wFwGku3UjlamjRoDcvADX/GI8d93+BeGwe4xhCDnZfq7+2fjd6tfXltab8gpFJHEi/7546qF60lXYVP58uPn1jgF6Ah+LyAhV3e01H54w7WPsVVPRGXeAHZ9XiFaic+/DAczh5+yTPp1+wWCOOrUP099Zj2kKR5zcm2xjB/ZrF7ip150ounUB9tr3MI6+FaPHRJzP/wY1m+OpHRQ0vlTH5wpLw4PKroXaKPrl7chhf05qN1Zn88DxH7B5fgXRaouomf5L5sQceh/SMWX/ui/KufvYD4jV2qBQUVLLAzPLueCxCYw8a9+9eWcN6EX3H53PpnufA8tCnJrGb7tlU7d8Net+fzv9/30z4mt+BKS1Zej074MVX5zqOLDxXTS8ATnyoRb1JTBgGB2vuoHqt57F3rQes0sxOSd/l8CAYS2+Hmf7BqitpHpbDnOueQG1HbLrYgzqK4Rr/Sxa0RVHm16HUljc1NzXyM+vn0j/gZ246/aZbNlSw6Rj+/DLG46gRy8vk26raL0pb+sunB9KgMQV3j1xs5A3PWaGqsaA1SKyFFeoUk0vLcQTpn2Mzr2/UZTqserQrx5G9/KoacncraxevI1+QzsyZEwRk89pdGqwP70fopWNIZHUATuC8/51OLndoWZTY1kDCoaD+JzGDBO24YrXxg9T2p9x93I2zdvhCgvgtzRdYgq0zuH+46Yx+daRjLus0bz42i++JBZOfvjFwjYvXzuXEXs5SGxTOkwcQ/74UWx94U12TJmaMHoCHAento6auQvIHTe62Tp0zbPgNIn+4UShYglasRTpMLhFffH3OYiOP/htq69Bq8uJvHIjWr4OFZP5L4/Grmk0wZqGkp0VpVthFRu31MfBc/+ChiiychlO7IS081UiwrfOGcq3zhna6n55xFHQzLuLfwEcJCL9gA3AuUBTj7uXgfOAh0WkENe0t6otjXrCtK+pKU2/P1LlBmw197x7dG1NjJ+cMYVFs7dgGILjKEMOLuTfr59Gdq4bP043zkgjPAAK1c3EeBOFoB0P70A8V7gNURNE0Mh2qCuDnF6IL5u5j69tECVwR1n5ClG/4AQMYmEbn0IAqCqt46Vr5mAGTQ45340iUDJne9puVG6qJVJtEdrdyOAZQnwmGoski1I9VpQdb75FeM4scsePJWv0SMRosm6pcoV7T6RUbELNOmihMO0ukZd+i25dA+oQqQ4RDafem6YBXTpXU7o1H0cFEQe/T8nNiiKOg1UdJdCx7VHTw+EYpikE03gKfn3JfPw7VbVE5EfA27jzRw+q6kIR+SMwS1VfjZedJCKLABv4haq2KRGs91fd13ToBdvTvFxkdQJj7zxI//XrGSz4oqwh0yzAotll3PHLT/nt3fFss1akmbPTEVehRFEi4V+/DaECdOrJ7jU6FjrwMgxfqnOFIZBrxJBgkNowSRbvWNjmnd8vaBCmvC5ByqtTXd19QYNAtvuW7mxdgrPwWagpQ3pOwBhyJhJo2fxMJsga0JeKUBCta/w8DdPGMB1iq1YSW7WS8Jx5ZI0cTperf5A8yus4ArbMAKfJ38KxIC99JIVM4Wxdg27f0MzLSTICBP0OIoKIO97tXFCDGfLhz9/9RcoASxZv5eorpzB3ziZAOOGk/tx592S6dPUy7AJ7ZIGtqk4BpjTZd2PCzwr8LL5lBC8k0T7GOPSHqbHwzCBy6FV7zfT0xuNLk0QJIBpxmPLEMgB0+0qIpV+vkozScJAD+J20k+BuA1tcM5RV4z5oVz7CuO9U4c9ueksqeQVV1O5IFRzAXf8U5/jrh+HPTjYT+bNNJv5wIIZpYK98B3vK1eiqd9HSeTjzHsR6+RI0UomGl6Dbp6KR9CkfMkXuuNH4OhWAr/6dUDFMJ2mGWSMRaucvpG7h4qRzpc+3wQyR9LU1glB0GJK3Z/MbaW0FJKRXCeXWEcyuo+lN4ThQVRMi4HcwTQefaZOXXUdugcWgq49oSP2+O2zfXseJxz3GrC82YlmKZTm89+4qTjnxCRyn/QYK2JuoSqu29oonTHsZVQet24HGI4UbPQ/HOPZW6DjQNdvl98aYdAPmwMl7rU/RSPpJ6VjUQVXRzbNouFWUJP1JQeIHmT7w56WW15/XdK7EruXQQ55g0GGV+IMxTJ9FIBQhO7eOC3/5Mvkd00ejLhyYjcbcsvGX9eOE64cSyDEJ5PrwhUzGX9aPU/80CrVjOJ/d7qYOqe+EHYVIOc78M9Al56Krf4UuOA1n1XWophfCtiI+H73/eB0FJ07CLMjHlxdK6/CgkQg1c+YlnxvsiBz1OHQ7yhWoQAH0vwAZ+7c90tdEjC4D3ZFZAoOOWIAvYGH44h6YhkMgFAVDCfhtQgGL/Nw6unffxoBvdqfvuQenr7yFPPXEfKIRO8klOhZz2Lypmg+nrW1T3QcEivtC2JqtneKZ8vYiztr30S/+4ToRiED/0zHGXovRcwJGz72fJK+eccf24POpJQ1f+DwMeho+evTvQOW6GvIC+a7QWG4qhPS4+xvDuVng7w+6Mtn0JEZ8sUVqPYZVzvl/XMiG6UtYu6QnuQU1DB27An/AZvLFn/LiPScRS/AT8QdtJp/6FM6zf4bC4RgTb+SE64dz9M+GULGhlryuQYL1c2Rbl6dtU4rLQWOQ+Ma941108yCk+IqWfHytxszJpsvF36HLxd+h+vMv2PrQo6jd5OXAMDCyUqNbSE5PZPwde6RfO0UjGH0H4axc2LBYJqdzlEMvWEbZmsHUrS0lkFWHE/XRvU8ptu26jBuGIsEAPc/7bpu7sGRJObW1qS8Mtu2wetV2jj2ub5vb2O9px6Og1uCNmPYSWjoH/fRmqCt3J7DtKKx6A2fmX/Z6X6q3RXjn7mU8e8OXfPn2Rq77xxHkFQQJZpmMdEIMs/LIjWRhLY1y3+jX+eq9XiRPFCXc/IkLPBPvJjOE9DwTiia65iYz292ye0GgU5peCXQaA8WT6HFQJRNPncOoiUvxB9wH9iFHLuac/42kaHAevpBB117buOBHrzNk9ErXy2/LfJy3r0DtCP6QSeGA3AZRAiCYB45NdWUWM6aN4JN3R7N1Sx6SH22YB2nAqYMtT+7+B9wKskePTKv1YprkHnH4XunDrtBwGc6U8/DVfoGvYzUSjCF+B3Pw4eRcdjc9zj+OLgftoENRBf5gDEQxTW0QpexRwwgO6NvmfowbV0xOTuq8q2EII0bu27Vq7QUvurhHq3DmP5TqFm5HYM276KE/QQJpzF57gBWfb+XWk97DtpVo2CaU66PPwR15Zs53+c83P2Lj7Erqxzc7bKisAOe6BQyY/leyFv0uboJzb2g58iaMouHY03+HbJ0fN5PhilUgF+l/GuI/G61aARWLIas7dDoE3fQ+zPttwudhgC+EDP0xZHdHVzwNNSWN9ZlZMOgCRg8fxujzhuGsehOd+V+wahOuTF03+3XTkH6pUQskrzvzF03gmTuGIaKoI0x7Zww3HP13JJ0y2OGkX9WKYs9/CWfpOyAmxtDJmMO/gZht+woZoRBdr/0Rpf+6K6Ftm04Xnkege3Gb6s4UzoIHIFrlRrQPghGMj1pqp0PwegIjJxCYP4Po0rnkFlYSrcshUh3A17UnBaeeRO7EsZTN3MzqV1Zi+Az6nTWQojGtF5Jvf3cYt97yCZGIjWW5dqhg0GTU6K6MG59+QfLXCs18rLx9hSdMe4uq5lyqfVBbDntBmFSVf579MbVVjeaQumqL1bO3Mf2RNWyanRrZ2gE218DKGXmM/v6rsGUhqjZSNKIhrJB5zO04Cx6Cla+5YtJjEsaYqxG/6ykleQOTvMak+/FoqBO6/EHXzbnjKGTQ5UhOb/eA4x5GV70AJe9BIA8ZcDZSnJDRtnojWE1EHlyhqknNHQUQ3h7l2X8fjJWQCrx6Wx5bSzrTpc/WJkcb0GFSwufmEHvlOtccaEWoDQdY+uZ72LkrGfarqyjotXseYdG1q6h643msjSXkDu1KYNDBmJ27Eho+FDNn33mZadlH6KpHILIVCifCxunxhdNNiIWhZjOS2528C36KtXYZ0eVfkpudS3D0ERi57lqmz3/7CateWI5Va4HAimeWMvTykYy5rnWBtbOz/Xz4yaXc+LsPeP215QT8BudfNJLrfzdpv4mb6NEyMiJMIvIgcDpQpqopcdfFvWv+BZwKhIFLVbWZ5DMHBmrVoUufQde+5To1BPObeWg6kNP2zKgtYeOSSqq3pbp9R2tt3n9gRbOzR2EHEBDDB11Hp+ZPMoOYo6+E0Ve2uC/SaQxy2H/Sl/mykEEXwqALmzl3EOrLAit5VIMvC+k4KO05i6dsxPAZNJ3xfe6WM/nB3Y/h89uABeKaHaVHY+BUXTcLLV8JVoQlX/Xh+YePj5v/hDf/9wYn3jyKo65rXd6g6MqllN/114bQQE7FdmJrV9Hx+9fsU1FyVj8Gy+5sHM2GSyDazLIFtaH+5UMEf9/B+Psmr6Uq/3ILK59fjl0/N6Rg11osvvcrBnz7IPL7dWha607p0jWHe+7PfHLMA4X27GnXGjI1x/QwcMpOyifjhqg4CLgC+G+G2m2XqGPhTL0cXfg/qFgF25ZA9Sowm8zPmCFkxKWIb++kcBBDmg3yaPqbvxUMYOBp7SiYZveJkFucvM7LCEBedyhuGl/SRW1NK7xrv+rNB6/9BbpcCPmToPgqZMSbbFgQ4uN/LmXuk2upXfUVxGoJVwd47qETsGJ+YtEAsagfK6JM/f0CNn3VurBglS8+kRyvDiAWpfKFx1tVTyZRK5wsSu5Odz2a0cRz0PBD13FIcOfCsn7qWuxImjQqwIb396xr/tcSR1q3tVMyMmJS1Y9EpO9ODvkm8Gh8IdYMESkQkWJVTW932Q9RddDVz8PKpyGyHSK1YMeHGuCauIwAdB4GO1ZDqBMy4hKk3870PHNUltWx+O1N5AR9WDV20j0ZyDYZdGwhs5ethZTxEAyZ0Inc4t1bra+O5Y60doJtOUy/Yykz7lpBtMZi0CndOOnW0RT0Sp9cTgwT46R7cb66H2fL61jdq6BTB3yF38UQxY7EqF68ASPoJ3dwMWIYDJlcjGOl+sf6s00GnTYWo7frnu/YDo+d+xlL3tyEYylmwMCUPL5zUX9eeuRIbCvVtduK2sx7Yi3Fo9xcVY7lsOb11ax+aSVmlo9B5w+m+1HJUcJjG9I/lO0tpahttXnuareoXuWalpvii0J2BwhH3NG/E4NOQzAm/mGXVZohH4Zp4DjJn70YghlqXWR0jxZwgIyY9tbdny50eg/gwBGmubdAyduNb5sCBIGIScPDXgyk/8kYA7+1V/s2f8pG7vnudNRRrKhDFiZqQkQcfEGToUd1YeGSctYbdfRyQiSKk+Dw3cda58ququjqJ2H5/RDdgWYVw9CfYvQ4Ke3xz1/6OYtf2dAQ5+6rZ9ax/J1SfrpoMtmd00cKkEAOzqgBRGq3AjGgAjt6E+Hyh1n0g0MQNVFH8eWFGHbbBeQO6Mq37jyUl66Zg2Mpju00rHPqlxClfNYja1j61qaGvtSncnjy3uNQW3D/S+gHiuFAtMYNFaSO8t4l71A2sxQrngV4w3vrGXLZMA751RhAENPEyM3DqUgNoSShrNTRyd4i2DltyCMRoNtgZNSfYPsKyO6C5PduUZV9v9Gf+f+a4/6JErDrLDZ8spnCMV3pNCydl6ZHa9lDaS/2CXtLmFoSOt09UOQKXHMfvXu37Obf12h4M6x/M2nRaEP6HdMBO/6gEQMJdd6rfYvWWtx7zqdEE4KbCuA3DSac15ejLx/AQYcXctGIF6gzHJYTpqP6CCJUi42Tb6ZdO7IzdOWjsOy/jSJduwm+vBH1hZCuyRl4t62uZtFLJVh1jW/UakO0OsbM+1ZyzG/SR71WDROpvRFIdIIIg38pHcbnsf39fvHrj7LwZ48y9oWfcdj3+jPw2C7Me2YdsVqbEd/sQc9Dkh+Knz+wimhN6kS/E/8bNt7ISpap+OLW2WWPreKLIbkUD8lOEiUAK2yx6N55FG/7Jzn5dfgGHUr20SdQ/darEE2Y8wsEyDlu8j6byJesYrRgFGyf567tqscMIf0vQYIF0K11Dgt5vfMZf8sRzPztdMQUrLCFAlbUYPWra1n71nqOu+9Yep/Ya5d17Q627bB2TQX5+UEKi3ae3v2AoB2b51rD3lrH1JLQ6QCo6n2qOlZVxxYVte9EcFqxGN08FS39JG1cOxESPmFxV+sXT9xj/XFsh8VTNvLRHUtZ9u5mHEdZOq0sYdFrI1bEwa6xGTSxCBHhsFN6uvmXDNhuWmw2Y1QbDmJA78Etn6BWtWH5A2lc4+vQJXemHL9p3g7MQGoHrTqHtdObesslVGfNwY0pmYwZsimYlBwFwInGqJjlxiPs3C+X4389jFP+MDJFlIC05r5E6pcG14uSiCtWVp3Nhzd8xYJ75yWJUj2Cw5aSTuDYWMtm4yyaQs64QwjkRfHnxpCgQc6RJ5B78jd32v6eRg79B3Q61DU7m9ngy4Ghv0I6735epIFnD+bbM8+n4+iuWI5JLGqiaqC2YtfafPJzdzSfad56YwXD+97NMeMeZvTA//Lt056hfGt41yfut7QuHFF7dpTYWyOmV4EfxdPyHgZU7M/zSxqtQL/4IVSvcNfs2FE3knY8c2fDceDa7M0A5BRjTPorYu48MGu0dBuVs5dgBHzkTxiBL7dlb3nVZXXcNek9qjbXYUUczIBB5/45HP3b5vPsJL6YX/DL0bz/zCqqdkSIRdwYd4Esk5/863D8gVaYlqwaN+dSOmpKUnZ16p+DY6U+lEy/UDSkeRd6kSzSDbrVASeSfFurQqyyZQ+kQy/qS+miypT0GcQd+twWG0UpkVjYomR6Gb40ifJEFH8gLliODRVb0KoP8AVigODPcQgUBVMjiu9lxJ+PHHYvWlcG0e2Q0y8p2/DuEuwYYseKahwr9WEYq4pStb6a/D6ZWzKx4KsyLr/oVWoTXhKmf7Sec898nnc/uThj7bQ72rHYtIZMuYs/hZu9sFBESoDfA34AVb0HNzLtqcAKXHfxyzLR7r5C598ElUuTzR2GuDH/E55nYoZgwl+R3N5I3q5NFaXPTqX0manuE88QuOcl+vzyQjqMHw5AzeYw694twQyY9Dm5J8GCxvmXF66axbbVNQ0PeTvqULakiuVTNqU1mgZzTA6/uDHwZ6euWTw09yye+89CZr27gS69cjjn2pGMmNh1p322Yw4Ln1rLwmfW4ssyGfP9/vQzcxCrIvXg3L4pu4pHd6TbyAI2zt2elEbdCBhMuPqglOMbys2DEclCNTmGnhP1Uf5WcqRttW06HJzadjomXDGAr54vYcPc7USrLXxZJoYhnPyH4bx94wIcS9GondY4HQo4RGr9+LLSmD4FuvUuJRb1UVMTokNBNeLU3ywKVpTItKcIjDwKo0NqZt/dxSn5FGfR01C3Hek50c06HCpAVaH0XVjzBMQqoOtx0PcSJOCOjiXUBUKZjaYQ6BCgZkNqzEPHVgK5mY2kf++ds4g0CUxsxRyWLNrKkkVbGTIsc59xu0Fp19EcWkOmvPLO20W5Aldnoq19jdq1UPZxsii5JeD3gRqAAcFOyKE3IkXJJhAnXEN09TKMrGz8fQ9qeEMOryih9Nn30FjyQ23t3x5n+CO/Z+Fjq5h58xw3ApAIH/1COf6eSfQ7tQ+Ooyx6bWPKyMOOOix4sYQrnpnIPd+ZjqorJL6Awbhz+zDy1OTIAgVFWVz+x7Fc/seWzSM4tsPTp3/Ihs+3NowwVr+3mTHnXMXxZ/wz2ZxnBN3IDmm4ZMpRvHT5Fyx53bXuduqfw1n3j6dTv+bTUYiYhHLuo7bmMtel2Z25oOLTMYSX9KJ+tt0I+el21jiCXVpmjvQFTa784FiWvb2ZldPKyCsOccj5fcjtEmLEWT35/P5VlK+qZuObJdgJDz4Rh1DAwu9TbMd9R2m4dNPm8JNnMPvTYXz5xWAmHP0l+YesSI28LgbW8tkExqZGrtgd7IVPoF/+r2Exslauw171Fubpj8Lah2Hdk42j29UlsHEKeuTziG/PpAEZ+YPhfPqbGUmmTvEJnYZ1xI42n912d1i7uiJtxHG/z2TThqoDU5jAGzF9bbGjzZf5Qsjxb6DRSpyNa2BTOYa5HqOTO1qqmfYmVa8/g/h8oIpk5dDpql/j69qd7R/MShElADEMNr4yi5m3rMFuEgX8vSs/5qKvuuHP8zfrjeNYysjJ3bltzTeY9dx6aitijDilmN5jUlOTt5YVUzaxYWZ5ktkrVmMz50mDQy/+FQXh+6BuC2T3gA6HoJu/APxQeEjSBH9WQYDznzuCaNjCqrPJ7tSynD2mOYycvI+xremoVmL6DiP7tEL8xly2vr8AMytIt2+OpeOE5kde6TAMYcjkYoZMThbuTv1ymXzrKADmPbiCd38+Byt+7XnZMfw+jYuNgR1/KMYsg47FNZRu7sxXXwzGtnxEo/64fb/JH00EfM2bzVQVJ+Zgxk2r4fIIy9/ZjBkwGHRKMYGcxq+zRmvQeQ80hnUC1+MuUoGz8FGM8seSI7xrFKLbYP0L0O+SnX4+dlUVFW+9Rd38+Rh5eeSfdBLZo5vPvFvPwLMHUr5wG0seWYoRMFxHCPv/2TvvOKmqu41/z7n3zszObO9L2YWlF2kCimIJRqNRsUR9o8lrYox5TdHEvMnrm8Q3vZneTIzpicZEjYkNUVFQEURAqvRlYWEb23dnp917z3n/uLNldgZYEBONPHz4wM7eOeeWmfM7v/Y8mq49nTy04CGqLq7i7B+djTxCT91wcda5laxf25DmNcXjDtNn/vvy6r2Z80bHgpOG6RghfHno4Ejo3TfkNwaUnIXuaiX2wO3gOl4uAY0xZRGMv5CeJx4Ax0Y7ydLieIz2u79Nyf/9CO0oMsbctKZpTRPKTk/KCynYt/QAk947ngmLStn97KGUJLI0BVMXexxiOSUB3vGxY1ugj4Y9TzZg92YwpoZg//bpiKk/JF6/llD9fYRKloKy0XsegPIFcPq3EUOqMnxBE1/w2D6SQvgwrXcMGgQqLptHxWXzjuuahotZHxpP/phsVn9/O911Ycy22BBSCW+BkFIz8pI5bPxzAY7jXdvubWOYMW8XhjHES9AKa1L6eStX8cp3tvLqXTtI9NjkVWVTvmgUL/9qL9KSniyj0lz34JlMeFfSmHbsBmmmGiYAN4E++CKEfBlk2mPQ+tIRDZMbDtP45S/j9vaC4z371tpa8i699b3oVwAAIABJREFUlLyLjizVIoTg9K+exsxbZvDS7S9x8NmDqITGSX6G9i/Zz4bKDZx6+6lHHGc4uPHmOfzuno20u9F+Gqpg0OKDH5lFSem/qaigfnM3zR4LTrKLHwfEjK94xKLC9JLtvVmotizU/joSj3waol2QiHiqr04Cd8cK4s/+Mb3TH9CRXuz9NeSfNRPpS98ta1fhBMszVy0ld9AA7/nlPELFPnzZ3uLnyzbJrQiw+IezT+zFD0JWkQ9ppn8RAoEE9qMPseebD1D3523s+Pssdj42A+UKL3TUtBrql6dfjlIkdm4m+soKnKY3BytAvLGd/T97jG2fvJt9P32UWMOAYvSYReVc+8Q7uO6JczEDmQ2qlDDr1jnEogPsHp1tuby8fCaOI0kkDLQwwPITvPp/EFnpYbSVX9rIuh9vI9Ftg4a2vWFW/nQ3TkyR6HGI9zgkel3uu+olYl3Jz1igIE0/yYOAYGlm7jskBI5Mj9WzbFmKUQLQiQRdjz6Kih6m6GUIAsUBGp5vQCVSN1tuzGXHH3YMa4yjobAoi+VrPsAHbpzJ6MpcTplZyvd+dgFf+da5J2T8Nyv6epmG+/fNipMe03FAFMyCs/6G2nsfetOT3pdUK+jYi2GACFm4vYNohuwYwq0h4+0WAh2LEJo2g/xzZtPx/AZ0PAGGRBiSER++DKdwHNvu3YcTTV1MtAuV7/QYBQrHhPhczSVs/Gsdzdu6GDGzgBlXj8Y6Ad31OlKD3nsndK1HG0EoPguMGKcssnjlx7PT1r8pY/ajo9GkMTXQQE9DAc2bx1AxuxbcKLruScSo8/rf43a00vyDr6N6w/j8NmiNf8psct9/K8L41zSc9u5pYPunf0VWQQujz9pKsLQLZ6WP2Jjr8c/7WH84MlgeRMjMO9WKM8rJrggyYnYu+15oo8+Tem3DBPbuHM34KfuZc2Yd2ZffiDF6Gr0HOjj4t43EmnooOn0MxWdPYPOvdqU8+5ideT8ppGD7ow3M/s8xiLwqyK+G9l2pRsjwI2d8GHY3QLiWlGod6YOq9x3xnkS3bk0xSv0wTRIHDhCYmJmrMAUaj9A1A+xweoPv8aKsPJs7f3Q+d/7o/BM25psZmpOhvLcNtBuF5qegtwayJ0Hp+QjDjwiOBKMalPSMUhJCgAzYuFGf97skZDAIPiCRGDK+4xVBCMGoj19F4Tvn0fXyVqTPouCcOfhHlqC1ZuJ/jGPXA3txog5CCqQlmfe52YQqBsISvpDJ/A9Vn9jrjzWgN14Lbi922EfrxgKijfX4S3soOn0vF39xH0u+thhp+dEaAtmK3Nw4uKnbMe2atGwf5RkmwHVMwjUd+AuzSHRGWX39n+ht8849mB1h0qydsH0D0VVPEzzrn6fmOxj773ocf6iViVeuwrC8BdyXHUM1/Ra900FM/iQAhs9g9mdm8eqdr6YYEDPL5LSveMUv53z9FA4uehbXlWgtAU0ibpGfHSHWbhC/9372/+RhGvZVoBVoR9Gysgbxy7Ughhd60kpDvBndqyFYhbHou7gr/hfad3tsEhrEvE8iy2ah8+6GDbdBzy6v5UGYMO2LiNxJR5zDKCyEffvSf+E4GLm5wzpPIQXFM4pp3ZTep1Y69983//NPwb9JKO+kYToCdLQB1l7rsVirqNdwWPNj9Lz7Ef5iaHglvZEUvAXAdNGJpGEy/VinXooZXo9zqNHr9hcCTIucxe9FZnm9SkIIQpPHEJo8JmU4IQQLv3M6E64ex97H9mP4JRPeU03hlNdfwHA06Po/oOw4iY4s9v75DLQj0a5B5EAhnRtHM+Y/X+bWp35AQ8sPsAqnUjLBYvMHtmWMFOmkod77yim89kwV8KDX0KoVyjb7PZDe7hCbV89g3qK1RFctI2vhhXRsbqZrZyuhUbmUnD76sB7KiUR4+wGqL9qFHJILkqYD++5Dj78JYXrP7pSbp5NVHGDjjzYRaY5SPKOIef83j+JTPKaPsrkVXHbDi7y6fAJth/LJyYsweco+iot7QIGKxmisGYFyBzY5btRGxzvQdipPoc9URIdw9uUUdXPdF//GqLGHYI0BZhCmfgPzonvQ4UaId0H+WIThFZaIQCksuM/7jDthr18pQ5P4UOSefz7xnRsQbhw3ZuE1jhtYo0djlQ+fJX/Btxfw5HuexI27aFcjLIHhMzj96/86Jee3PPRJj+ntge1f9poMk1lt7UQ8j2f1DeiiM8FvervNoauwgGQbF1gBZPFYrNmXUDTrEiLrVhLftBaZnUPwzPPxjU0vSHDbW0js2YbMCuKbMgthWgghKJ9fSvn8w+8oneZ6VLgLc+RYZOD4SFcHo2N3Fys+EqBp821MmbqPgsKegfYdJdFK0vD4DMbf/DxVs1/GGHUOAP6yfGIHU3fDQroUjD9E466xbF06B23bgI1SkjRVXATKlbQ0llBWYLPyA3+nY2uzZ/ClIFAa4szfXYZ9sAkVS5Azoxoz98TTzRgBH8GS7ozMGZ6OVkOKztT4q8Yz/qrxGQ4G4l1UztpDfm4ria4grmPgJkz6rjsR86F06kSG6VBY2sGY6v24SnDwQCm7dlYS9LtMnL+X7MIodbtL2btjNDd+514KR3QgdLILOBGFzZ9Cn/YQInsMOlQO9Stwd94PiW7EqHMRk65DZA1fYE/H2vC1fI8R521AuwoV99G+eRzkzaDkYx8b9jgAJbNKuHzZ5Wy5ewvtr7VTNL2I4Lgidi9tpvxQgspzyk5qLB0PThqmf29oNwrtq0mplLOlF6JKHICeB7wdZlCgewftXoVEZJdjTFyMjnRgVM3BGL8AkSTmDC1YRGjBosxzak348fuJvrgUpPS+mNIg/+bPY40+fIjO7e6g61d34rQ0IAwD7bqELvoPQudcfOzXrTXx3TV0r93Mxrv30F5TgNaSvLzejISH8ZZsVMLEMHLRiU70gSVU/0ecHXcZnnxzwkH4TXx5AUZefyHLPxvDpKvfbgPYtoFSBloPsCkoJeluz8M9NJr2zU2oQaXy4YOdvHDprygdFfbO2XEZddNFlC0+sVLkpZfOJ9a5En9eJL3nSDsQOHLzsXdYF8Rq0TIfYSjyxh1C2ZKeg0WE6wcokYRUKR81IRUjqxoJ5ERBC5y4j6oxTVRUNVN99mtIU2FaDq7yEbULyR0RQcohlZvKgYN/gUn/i9r8c9j9QH/fkt5xEL1/KfJd9/ULOh7xOrRGr/4vCO9D4CIMkME4JWfsRS76LiJ47KwNuWNzOfPOM+naH+ZP5z6DHa7HibsYfoPiKXlcu3QR1jFWab698eamGToWnHzqQ6C7NsDOr3g5pb7Foq+j2h28s1eg4ogsC63ywba9XFPhRIxzv44ZOnaev8TOzURfehr6ysmTr3f+6k6Kv/yLw9LVdP3mOzhNdaBUf99v79IHsMpH45s0Y/jXrhSH7v4NkY2bUfEEY6sEYysFG1+dhONIDCNTybr2FlVzCnrZJaAcQirOjA/msW/FTDp2FqASBr3Nmh2/19hNnWk7Yctyicf7PKcBtLcU0hXR/UYpkNvLzMtXUzqxHjR01RVz4MVpOAk/B3+9lOwplYQmpMpLvB6MvP486n+2lRznvv4cEwAyAKMWI6zDL8Zaa/TB78Ch+0BYoBPICcWoPQYSl2BpN72NBf2d+j6/g+mzseM+QFBRfZDRc2q8ewu4CYvWmgpGz96LlZXoN5SmkSDHaoVeE9JOx4FoPTrWDrvuTy0PVwmItaFr/oGYfOSCBwA6NkOkIS06ILSLrn0AMe1TRx9j6D1KxNCOzWM3vEzkULy/8lTZDoe2dPDSt7Zy7tdmHfO4J3FiIYS4EE/o1QB+rbX+9mGOuwp4EJintV73euY8WS4+CDpSCxtvgt7dgBqIMAm8pKKlwHSTvHhJCJBzr8O45LcYVz6AefEvEcdhlACiq59NZZvug53A3rcr43uclkac5noYondDIk7khSVHnVNrhW57DLXzesKPvo/IhnXoeAIBGIbGMBUz5+ykqakA1001HMJwyZte73mDm3/o8eQp7/x7Gy3atuXixAVuXKFtRdf6PQSDmUuKU41ekpFO+vpLiqXhcvbNT1A64SBSaqShyatsYdIVL4NUaNuhdenr+i6kQVomo2/7b5h2J64xAo3w8oxj3oeYevsR36tb/gIt94OOgwqDTiD8bcgqDWYAK98kWNGNGFRuXz6mDWkoAtkRqufuxrBcpOFdqxlIUDK5DnOQUeqHctDhDDtlGYCiM6B9W0aSYdw4umn18G5GtImMMU1tQ2/d8MboO91ID+H7vkXXN6+n5Wv/ReMrh9LaIdyYYut9tcc07klwwoUChRAGcBee2OtU4FohRBoBpxAiB7gVWHMiLuNt6zFpFUfX/wRaHvIWj9wzwfYj1BDD0CellJTSRoAWChyZjOcaXpVeftXrP6lMRsmbPGMPFICOhL3wXYYqW9WTga8OcFsaSOzcgPAFMLOfQMaeAxWld9M0dNo0GpEfx7GgrTWP4pIujCTxaHB0GyMueA0hLJC13sKVDCXUvzIB5Qz5eGmBaboIoZKVaUPmEUMq+RxNwanltK6pp2LqXsysRIpUkTTA9NvkVx2is7Yctze1ECURtqn5ey2de7opmVnI2IurMPzHXnpujT8fxp+PVjYIc1i5D938a7QZRZsQ35NH+4qJJNpDmLlxCi95F9lFj1M4dgv5jmDLiik8dte7KJ1UyuSCLVSOq03d/JCs9jRUxnAqAGY2SNsr0gHPS/MVQcVl0L2PoZLy3jESgsMsWMifmrkvyghA8fClMLTW9P7hK7hNdd54jsjYVw6ZT/kkjoA3pjdpPrBHa70XIEnEfRmwbchxXwO+A3zmREz69jVMez4O3a94Rgmg8zk82TeGSMElMZRBxlDgGN6LFe88Iefkn3MmidqdaQZKK4U1NnMZrzmiCu1LYJ7RgDG5Cx0zcNeU4O4swTdtTtrxvUv+RGzVkwPXpOJkn25iVZC2GFqTOsh5/05EyOYdvEzz6iq2fO0c3nnr4/iLI/gLepP3xYUQkAW0BkAJEj2pxRfCdCm9cjuF5+9FSzi0bBx1f5yDG/GaipWWaZ6AdlxaXz6A9BnkVvRg+tIXRmm6+PMjyICPgoUe2a3Wmt6Nz9H88O+wlKJz1US2/WE8r3xrA1csvZisouOTsh9O1RqAUs3EyhrRlvAiXyVhzO424k/mYbeZHLrvBdRZjeROtjEMmH7WFsrHNvD9Gz7K/qzxfHzma2SM2iqJE7fSvSbDj5j6n1CSAwfu8zzX0vNhzIcQZhBdMMUzQD11qaE46UNOuGZ41x4aja44D5qeGySGaYKVi6gcvlRH96vbCNe0EQw4CAGuYxAMRQn3BBkcypU+yZRr3hp6bG8WvEF9TJlEXk8bfIAQYjYwWmv9uBDipGE6XujobuheO2CUAG97ZnhJ+Uw9foOjdwIvrCP9MPvrCP+A+J9WMY8Hzzj2qrjAnDOIrX0ep64GnYh7LoFhkHPNRxC+w/DHmQmyPrEPLdoRlneSsvwAcpMmeHpq/4+99zViq5/qz2F5kIRfriT/0m1kT2kiWleItk2M0gh5H9mK8A9sW8sW7Cfrx0uoe3IS0ya/iFZDjLgAir17mju+mei67GQvl6b6yysITW5D+r2FceRVWylaUMfaD15FW3s2AkEolCC1Ctxb2FXMxjd6PEptwzBSjbZyDOLhfLKnVpK/wIsw6HV34N/7DGNneuc+espeDm6rZPuyuWz4+nLO+OEb2xfV2/RBCHhaVl70S5F9wX6cgznEt5SgHUn7mmpyJjUm6fEU+eVdTJi7lz2vTqDOXUiRfAwxhDJIGALrnV+CdXd6vHdu3DNKRRMxpl2DMP0w4vK08xFCIM/5KWrl/0B3TbJvyUDM/RyiYBgNsX3jzPkqunY61P7VK6Iofwdi0kcQ5tGLJzp3d7Liv5bTvbcT3DMIhGJUTdrHupWnDAoRe9tCK9skd3SQhV84ZdjndhJJHLthKhZCDI6B36O1vmfQz5kG7F8Nhccr9kPgg8c68ZHwtjRMRJJNhWlurwumCfYg90iTDCkMya8ER8GCvyCsXHT8ELr2W9DzDAgbkOjsOYix30b4h6/MKQyT/Ju/QGLbq8S3rkdm5xCY/w7M0orDvieR+Bv4epO+XnIcn8Kc14QK7yCx9FFU825kbhmOmwd2hnChALsxh6wx7YQmHqJ3ZxlZ5x4EMzWWYvgUOWM72LqlgmlXAAZoWyO0GAi7JG/TqPO20bqlEjduEZzYRnBie79R6hsrUN6Dnt7KoYe9kuU8O0JJQS9DU59aCw48HWHMp4sgesiriAO0lrg6l4IrP0Ks12TDpx4iGNrKhFOfYjBZhBVwqJpZS64VR8fX0vmn3YjzP8yWp5sxLMHMd48gmOd5bjreCe07IFAI+ROOuWS5e90TiKr9Hgv8IEi/IvSOA8S3ePlHN2qhHYmwvBtnmi4VY5vpPVjA1pcKOPVjI9Ed9QOkwaYfc8oirEnnoKvno/c/j460IEqmIcpnH/U8RbAU44Lfo8P1YPdCXjVCHisvoYGovhaqjygmkAYn5rDkyiXE22PJr5VBuCvEK8/P6t/hByyFqwSYghnvH8Oi756KNE+mwI8N4nhkL1q11keKxR5N5DUHmA6sSH4Gy4FHhRCLX08BxNvTMAWqyBxz90HZVdB1ELrWg5ENgbHQ8RowaEGXAZj6Bc8o2Z3ojVeA9Pp2tNBoy0E7ryB2XYqcvAxpDZ9iX0iJf/pc/NOHF7d33RdJlRdPQpvEX7wdUesDNKq3AyEMDL+JG8/AYO16vk/xol3kzDhIvFqlLa4A2hWYeXGUEjSsq6ZpYxVZ2b2MPXs7oZJw/3H+vAizblnKgeXTkNURRIaKPiPLpXBGIzzsVQ5KoQYk6YfA7vHBuPOhoxkaVwAgRrwT39RPsvW2pXRta0JFbULzD6BdgTCH5GikpmByA9o1QP2F5z65h789eRZCeHpAH7//DGZUPYHefi8YlkfAGyxCTFmACFZA8bsRVrri7VB0r3iS3PdnDAYjswc8IGm5iEGGP1pTzGmjmjn16lYsC2I9Y8mavQC9bzVYfsyZizGmeBROwspCjL+w/72q7in01rsg0gTBMpj+cWTlwO9T7kP2kasWtRuHto3exq1o5rDDl0dC3VN1nkTIoEeilEh5zkKAaWjQLp07Ov5lRikWddixpZWCogBV4/L/Jedw3HhjGmzXAhOEEGOBeuC9wHX9U2rdBfQvcEKIFcBnXm9V3tvTMAWnQdZEdGQbfdl+gQDhQ4z6GGLsQFWd1gpqfgH7/uhVnPmKYNJnEcVner9v/CuobpCgDY0KJr9tArTuxa29EFG9FGG+MfovUo7AdZPyqoPhxiCcylgutIsVcnHjyY79PiiBWRz2FgqhsUaFISCIxyyMwBDWA5+LYSuW3/EfdO4txYn5kJbD9n+czsL/fpSKWfu9AzX486OMv2IdTq4mkcHI2RGT7v0D7BXhXj9F+alGVkjFtIteYczpO2GrhmAFYv6diPKFADQ/t5PupFECr6xaKYkknXpCyGQW0XBZdOkrPPP8FFoOeYvPqu/8num3POOFz/pCaD0H0Rv/AiNdqPs+TP45Iu/IvVKxHZpMxDzKFsQ2Jz9XhkvuzLr+PFG0IZdETTGmoTENzxt0Du4lapjk3/zLI86n6pbC+q8P5H0ijbD+6yg0sjI1ZKlcxaZHGtj4twNk5Vmc8eFqKgfJy+vG59Fr7xhoJhMGnP4DRPHrIwKONkdQ9vD1lgzfv8Yo3f+bLXzzsy8iDYFjKyZNL+KXD11KSflbiI38BBsmrbUjhPgE8BReufhvtdavCSG+CqzTWj96QidM4m3rK+v8s70+paSun/aVw+R7EVZqqbcQEjH+43Deali0Cs5ZhqgYtBvtXktfUkoFNFqANkCboC3Qohun5Ydv2HVY1vtSOPm8EwERAdmT4Q2SZIhOg1AgFcEZB5GG8tgcTAESRLtE2xI1iDDUiZjUPTqFgop2Omo8owSgbBM3YbH6J+/2GMQhafc8o2j0eFMNtp1ae/mhXQ8P5BG0FaB8tmBApl4z84pVjJm/C6PvnCMN6LX/g27fDEDLC3twowM5s0M7R6WXU/ffl4FfCKE55x1b+39edP6riDR6KQG2gbbjoKLonZ/0KvOOAKu4jO4HJqLisp9CUSUkqttH97IqHEeQsA06MNHawHUNOjZWIoZWKSoX58Ae3M50PrkUbL0rnRbLjXmvpwynuOviF/nj9WtY++c6XvzlXr5/1nOs+NluAHSkCb32c+BGvOIJpxfsbvTqW9F2uurscJDoiND41HYMHU/zgKTUGavPzaDJtA+ks6Fo1YVyatHpZaMnBGtX1vONz7xApNcm3J0gFnXYuuEQH77iDVl33zBoLY7p7/DG1Eu01hO11uO01t9IvvbFTEZJa33u6/WW4G3qMenW++DQrwBnwHHQndD7CoSmZHyPENLjHxuKrDHQvRotbE+81ux/g/ev1OjII7jhBeC2IvxzkIGjN70qVUss9gNcdy1C5OPz3YhlXdWfS9B2D/rAI4j29fiiPhJTk/1VEkSXgX9NDgQT2LHUogkhFdnz9mG35CAMha+iCyPLBiUQcUAZtNWUs+qrl2Plxhh74zpKFu7DiVh0rC2ncuQ+1jxwccZwoFKSjr1lFE1oQksNytMKElrgr9EkRoMbgPiqkcRXjcDpDjF//n42rR9HzoQKzv3WbMpnZLP7f2+nYV0phi/B6Fl7kOaQBJYbQ+/8DWLBj/HlZ4Eh+klj7aifzQ+fwSlXrEKarpf/khrc1AZeIaGwqLv/59Bh+qsACFvokIOQLoQ3QW56mLV9Xy/Pf3cNPZvzmT96BE5zkNC5B5AFcaJbinnkB2dTs7uci07fzYiiMF3PTMW+4SH8uX6Caz+NaqlPG1MYJrq3B/KP4G1Hmg7zenPKj5v+Uc/elS3Eez3PRSuNHXF5+LMbmXttJcHWJxlMRpyCxhVQeWwsInUPbGDHD5YjLC+Xa+gstM+Hm+xLMyyH0sIeOlpz0EqgsBCGwYQrKplwxUA1ntYx7M7P48ae8aoAEZg5n8YKvf+Yzudo+O1PNhCNpFZ9uo5mz452ana0M27y0cO4bwYc7hG+1fC2MkxaKwi/hG78Dml5GRVFN90NpUdW7xwKMeL96OaHvCqpvh3g4C27EKATuC13eM2IwkRkLcAs+xlCZL79StXT23s1EAEUWncSj38TpeoIBP4bHWtFr7wWnB5wY5gajNU+lLYgZiCjXtxMG0OSNaYfo7gNqyiKVRTtVzwYnBEJN2Tz4h1Xgxa4MR/bv7WI7YBGM+6S9WTPfQ1pHiYso4VHXis0Kggi+G5E506I1SEdCLTPo33NNKIbd0DCRhJn1Ih6Ksd3Unzj9USXfZOuxw9QVi4Z+381SLcBKQZ90xQDBia8D4ARl83gwIMbUO7AotJeW87qX13ImZ97FDfsQ0bTe0PjMZOtW8b0//zqumpKy7owh1ybVgK7MQfD0MhcFzkpvZeodU8LG+++nRUPnUY0nEtDw3jO6j5IUW0+PWE/qzeNZdfBQsqLehhRFEYIyAppVGMjIm8s/ilziLY3e+KSQ2CUjcp8r/sQLOs3TtqncMocsECGSxBa929kXn3oYL9RGgzTkuxafohZk7q8z/BQKAfsTK734dGzp4UdP1yBSriQlEwvyE0QtUPo/BJ0ZwNV02qZMn87aNi3o5JYLETVR2+g5MxUJVy78w7c2DIg0R92d7q/hzQqMALnDZ36uNHcEM74umVK2lqijJt8wqZ646A54aG8fxXeNoZJaxe1/6Po8GoQMS9aKgHX29ED4LSjB32ZhwORNQam/hJ2fw7EwczFlQLQkeSJ2OjIS9g1P8SqvAUsC+w6kDn9eahE4ld4hnPw9ieKbf8Rv/8m9K67PBls7XlJwlQIoRE26OjAI1VWOVq4IBRCCMzp52NU7IaOZf1bqz6j1LJjBDuWzKF5x2iEFhm44QR7HptL9XUbqb5sE+17ynFjg70mjZUXI3hWMwkNwgGrbRNi7FchZzIIH253nOirn0stV1cKFYvS8Zsf4wt490j3ujj7EwRGi9T7KUnGAA3I9zzb7LHFTP3ChWz75lMIwzvY8EtmfT4fY/wnMIouQK37NfrgMgRO8v4atLTksublCehkuPGRJbM4beEOCvLjmIY9kJh3BVaykMJutzD3bkbOmZ9yaxqX3s6Dd59NLOLRCW2vLaextgITSOrLEhSaU6paB6iEAgYq6m2Oss5ZTGzDi+hIeMA4WT6Cl34AYR6l+GDax+DVb+Lmh4nPjA3cJ1pwIrcRCP4AISRZuabX/zx0Ry3AHzIR5Wegax/q59Ib+L2A0tPIBK0UqqcLGQwhrIHPQv1jW1HOEOoiATn5CaZ9RFLYuwzsgXnGz6gFBIb7EjBgmLTqwY09BQwN30Wxw788oYbp3IvGsn1LK4khUuy2rZg66/iYXP7Z0Ce58t560F1L0eGV9FMk9D0/M1nyjAB/1XExGov802Dus4imW9DRp4fxjjhux33EnltO1lmNCKlQpo0KjcIouBnHWQ9k6LJXJgfu/zPlWU9h+lwwXPC5YGowtbfw+h10Qw5K+dj5RDXhQzn4Qi5aBJl+1XuxyjR6w3pIDCixrv/9O6hbPQnXkbjKwDTT4wFCeKxH+5/9EBOufYQ5bc/TsaOUxteqiPdmIQzFvK8+wb6HZ9C1o4zcqjbGTt9OVs8tMPvXiLzZ2Af2IEyzX1q+H47jKYAP6nv1j2hB+BwvPKlJNjMLMDQIP4z7EHZbF7Et65FbVzP9MgNGTsOaPJOCmaMQxiAtrIVfRu9fgN79EM17Wnj66SrWvTiZcybXU5obpbE7i5W1Jdz2v9dyxWXbuPD0rWTldyc3LAOfB8tSJDY/gOg8AJFWxOgFvLpuIvfetoj4oFBhAK8dbsAT9RaMlzdWM2ZkO5ap0I5L1uRfTi17AAAgAElEQVSx3vll51Hwqe8RXfkEiV0bkbmFBM++FKs6jfklDbLq3bg4xLP/19ts9SOB6zyP6zyNaV3IGTdWs+be/diRIcUshmDSeaVglUPJfGh5ZcA4GVlQeTEiZ2zavJE1L9DzyJ+9fjsguOAd5Fx+HcIwcSJ2mh4XABrcyBFydM4QrTLVeZi2DsBtzvDi8eMDH5vJA7/dSltLlESSmzEraHLblxeQnZOhivVNipOG6S0G1fFwMpQ26MW+diUJ6ABy1OeOe3whBGbRp7DrXwCdoXx7KKRD1hl7QGji+QIVEEAdduwOOEx/iVYR2ldspfgcMH0afAr8yluQ+moOsl1UZZzdf5xLT0MQlCaekCBi7PjSg8z+7UfRc5fB+nMh2kV3Yz4HXp6Ecr2F/HCUJjpJZNvwhMH0WW2Mm92Mnr0DlKCtNx9RGWX1LVfjRHyomEWjz2aPOY9zPv8QeXvvgtm/xigu8sqwM92OQZpHRm4UGbKT9zV5Tj7XY3dXkubGa2m68ffk5rdhWXY/lZGo24eZaEbM+XDasxFjLoQxF/KTbz5F5+ZabphXiyE1hoSSnBhTK7r4w5qxbHtlPNOEycR3rsxYGmSJMLp2OaBRLTuobA1gWdegHaP/GfgRGdlDhNAcas9l1Kheym+4AiNrwBLL7FxCF15L6MJj6xEC0CNLoTcLGFqkEMVO/B3TupAx84u49KvTefSOLRiWx7IhDMHHl5yN6UtatNO/C/XPouueAGkhqhZD+Vlp88Ve20D3g79PocmKrF6B1pq8qz5A+aIJNC7ZllKUAqBdRfG7F8Jjf0y/CNOPnHBuykvCKCfzEiWRvuHTIA0HeQUBHl/7Pn730w0890QtxWVBPnTrbM46/wRQjf0zcdIwDeBo7LNCiA8C38Wrgwf4mdb61ydi7uFCqy6Uj76trFe5FvcK8zCzkZV3IXLPeF1zCN94zLJf4LR+Ady2ZKjNGMIwAdoWiKiELI0TTBqlfsoDBdh9TfADUGBEFdNuWkbvjhJ8WiClTjFK3kmADESZdOOzKMegYfkU6pdPBS2IHmgj3tKNvyQXPeMB9KbrqF0xdZAx8jwE1xUYyfxUn2HQ2us9Ud09OL0SK5icVmqKc9rZdN98SAhUzAs9qYSFShi8+sdFnPv5VQjAqhiFyiqEeHMqL56UWMEBDzE4sTktTQegTUWip5SmJ5uwZATTTKXm0Yk40XWvYF9wEdYIr19Ha03vazUkmtvJGjuChVdXIdQqfIP6nAwJhlRcNK2RrlFTwD1AvCeLQF5qWEv3FQsmt/BCJcjNd7jmmpX88cEz6Yl6hSbeYXqQcdJMmFbH3IU7GDVRkXvGZfjnn0hBvCMsRt070Fk2Qlq8878nc9r1Y9j53CH82SZTzi8bMEp4DbSMugAx6oIjzta79O/p3I12gujLK8hd/F5PEv6MsbSuqvWMkxRIn8G4m84gq3IUzlk346y8G1zXiy2afuSEc5CjUvNLQliYObfjdH8D6HsWEkQWZs4tx3B/hof8wgC3fWkBt33pxMqn/NPQp4Lwb4DXbZgGsc+ej9clvFYI8ajWeijJ31+11p94vfMdL7QV9XbAg6vlskDFQOZe8rqNUh9k8Eys0cvBbQEZRCd24zR+CK0SCGF7JdjtAYTjJeTd0GCj1H+23j+O7t+1G73gO6QRpiZ7ajO6JeBVm2WAECBMjTQdRi7ahnIMGl+c7BmZpEKqCFQiTluJfORu+mL4QoBhuLiugVI6aZx0v2EKBBIIIWjaNIYRp9Zg+FxvsXYMTlm0gennbqS3LYf1fzmHjv1lgKR9dwWuk4do38CWH9bTsrqQ8oow2Xne7t5VPkpvuJbEs/ckE+UaIydGP2+fhgF3EA4sq0YnbKy8REY+OQ3Edu3EGjESpyvM3jvuwm7pRCetyuQJVXRnR8i0mI/MizDu/afh/HodTRurqTxzOwiFNEC5AtFf3TcA01RMmbmPT8R9PL1+LOt3jyQqNP5B41/y3hc59cxt+ANJ47vj57iRTRjnfumEiOEZxmyGxPE8uGDWd0H4HpjwcQBySgLM/Y/Xx0HndhyuhF2gesMYBUXMunMxratqaXpmBzJgMWrxdPKmeQwm5ozFyFGzcHc+C04cY9yZiIrpGe+FFboaaZThhH+JVo1Iaw5mzi1I8y3myfyTcDKUN4Dhss/+y6Dtgyi1F0yBMgRCaYTjuQLaAjP/2AX1jgQhBJie0qwIzMaqfBa39QGia+5FxQ3cxhBWcTdGceTwm12t8TdqpIvn3Q1K+wgJlMSgN8NiNASG32Xkom00rxlP9ngDX0kqh9+4W66j5u9/SIY1NVIIhOGilOdWhkIxzzPrmxtN7XMzOLBqCnNuehp/wPMGpdQgNbllXSy8eQnLvn010a5s0LDnH4WMrv8szU+/E+VIDtaMRkiFlAptBbCa86j48NeILPkt/oJnvJzZwISgku6j9NPbXEaf8q1W6dV2wjAwsrMBOPizvxBvaPV25knEdu3D8ImMBWhGMMDf3reeouB4zpy3m51Pz6JkQgP+3CgHDhZQPbkBvy89FKltE9NUXHBqLfsbC+nqDVA6qpWRI9uRUjP3rNfwDX6fE0PXvYQ+tAVRNny9rMNBCB+B4I+J9dyQfAHQYLYJjDYHuv/ab5hOBMzR1SS2bUw/D9NE5uZ5/5eCkoXVlCzMLHApCyuRC24Y1nxG4GyMwNnHf8JvJ5x4dvF/CU6EYToq+2wS7xFCnA3sAm7TWh/IcMwbAjexBZWlPc9ECG+dC9DvPcXt7+F3f4w0TpzI3GAIoxBdNAV9Tg+4CQxAxSVum0SGFW4eaV6TUJ6KgYDDKhYoSx+1Q1qjMXNizP3G3xCWhd76N1T5xxClNyGEIFSRy8SPnMrOX65L5pm05zmZLqFQfEDuYxDchIVyDGqemsXUy9ak/V5KxZgF29m+dC5SavYun0qooNPrA0qesVYSV0lwHNrW1jH6PYvJWTwfdj2Zfr0CcEwwchn7rtW0bKgifKCQUE6Gxk8pCcyYhUrY9Ly6M8UoAeiEA0qgtZESBky4gna7EjehaAzn8+jTsxlR0YZaN47a5jzivUE+eccDlI1q7Q9zgudJdR/0SHyF0MyuauGUs7Yz4ZQ6lCuQhsIwdIo6LwBOHHXgZeQJMEwAhjGX4KsWTpFCGxqjS2JE+vq+jq9B9nDIueRq2vZsT2XB9/nIvuQahPG2SVufxBuIE8H8kGnPP9RuPwaM0VrPAJYBfzjsYEJ8RAixTgixrqWl5QScHrjumv4wnoakgSIZ8xIotY1o9zVofWK/wH1QqpFo/FYwYwi/8hi7sx1ipQYdT42BmBykRmCBSobtjjZwQOFmaQb/SYOh0ZZGhBzwRdFGL6r5J+j2f/QfMu22M3jnkvcz6pxCcssdKiY0MOldGzD8nu5S+vUI0JL23ZkNuWEpckq7EEJjmi7ScodGwPohTElwpLfLpukfA3pC/ZMBccMr60+0kzu6hTEXbaB41j662vK8vJcSYPkwCgoove1/kD5fMmR5+O1jIm4l82bgKMGWxjxWrszvbwBN2Cb76sqoqx2BEQkRFIK/3HUxLY2FOLaBa0uUK+jcV0qsw5OOFUIza14NE6bXYVouvoCDmSRpTUtKSxPhyz7s+R0rhLQQwclYhyS+RqPfKGkNsWg1dlfkhM1ljayi6JNfxDdlJiKUjTmykvz3f5TQQk/+Rcf2oeruRNXchm59GD1U4+wk3iAcG+vDmznsdyK2N0djn0Vr3Tbox18Bdx5usCTl+j0Ac+fOPSGOqXJeTF9fU7avCnQEJ/Eklv+qEzFlChLO32EId5uQHkNOZ90I6j98BiWXxyi/LoiUFRiNqxDxdfQTxyYLENI/RhoMjcr3LgEHZET2J901nlHCa5jvHwsRRzX/AFl0hdd03P08IesF5n+tAHIX0/nt2zm4owKVMFPmEsIzlloJHC3A8D7cQ1MDTsKgo64Uy3I9zZ2Eye4Vp2C7BqNn7sXns2ndW05vWx7SNBj9nqR89mDW2D5Wd0cMesGDYblUnF5Dx76J2OWnUHLhKWSNLsUaVdkvP29k+QlUjSC29yDgGdN4zI9je9fkOgaxSABpaOo6AzyyrZxxBYoJI7sQ2qG5OR/XTQ2V9nRm88uvvpexExo4//xN2GG/V43Xd4ZaUDGxwSvlH/ys+4o3BntNQiLHnRgdr35M/SKsuxHtJhC4KEegXIOd91dh/+5nzLjnZvwlmZj8jh3WqCoKb/5s2utO0zK6lnwPJ2yQPaaFrJEroPG3MPWvCOMtxDn3FsQbpMf0L8GJMExHZJ8FEEJUaK0bkz8uBrafgHmPAUO261r35210kisPEUU5O+EwskfHip6ttRz6xyrsjh5KPrQJa0x6UkOYEBwXoHD2uyi7dB7S8h6HrvwAuvnn6La/eBV91kiI7kqt9NJen4yIAXE88tgAKEMhI9KztXKIUeqfGFCH0NpG7fkwRDaBiqCxoPnXmBXlZDflIg2FSi7Osq8kWyQH0Bon5qOnrpCcyvb+BVc5Aifqo+HVcZ5DKhWObVCc38Oc/1wGwjNw1Qt2UL9zCrlX/B9ZI5IeU/mV0PWq5zX12SGdSiXUB+nPYvqPFiOKDl/dNurW97L38z9D2S6RNl/yS+uNJQ2FkAo74SPPp6gsDfOJy1dhuonkJkDz3PIZ1NRWJG9Zn7GHgw2VGPMmYK94Bi8JCK6taThQTsnsfRnPRWtBwjYJZPtAu8iz70CESg977scDkX8KesFDtNzz3wRyWgg3FNC4bjyJniAYUQ78fjnjPzt8Ub9jRXh7DbVffBzUJJSSCDmB3InNjL7yNWj+E2LEzf3Haq2hay8gIG/sCSkCedvjZFXeAIbJPnurEGIxXtdoOydYVOpoMAJX4kTuBuJegj+h+/MYfeusygoizRPDO9Ky5AXaXroXHBujzaL36XZyrzeRgdSmWekzqLz+sxhyXMrrQvoQFZ+Cik8BoDr/gW74IjhRtJvUP0qWLgu8/8teUDnaiwTmKi/0dSS+USnQ7Y9BZOOg8JkN2iY4/yB5TTlk7YkS6clCJ0liU9cOL8Ne89xMZl6zEgIO4ZZcmrdVc+DVapT21GXthIE2FHMuXYNhDfIkDJfKmXuQ1YNCTCXvgrbl0LrME8EDBixU6hdOuzY0PItueQVRdg7kzyDx2noiKx5H9XTimzyT4HmXM+kXn2f/Lx4nvGxHStNnP4G2UHTEfXzq4vUEpZ2yh3nneZspTExmw0obe18UCYw8tYgr75lH+Yx8EufNpWfNetCaNT9tpm2/pmh7JRPm7UySzg4gFvNxIOujTD23HDFiDsI8PhXdoyERyWfv0hleLm0wXEXHy7vekDkBolu2UPvl36HsgSVFu9C9q4zOzc0UZD0JScOkW7eiXvz8ANWRLxd51rcQRUdvKD6Jo+CkxzQArfUSYMmQ17446P+fA46/e/V1wsr6ECqxCuW8hrB7PW9p0O+1BhF3MAuPTdlUK0XLY6tofvgF3HCU0JQqym/Kxpr/NcrnaYShwRWov49EtFjochBW34KRhWVenGaUMkHknOu5d31PKzGwg085LgHa7/2bQfUhFVYluv3R9JwOIEw/vkqLyQtraNxdQvPeEk/HKP1IYt1BVMTHjkdPo6WmAgwfQrpkBeNUL17Luj+cx6hJ9Sgl0gua3TiqbhlGkUcvJISEKd9B92yDDR/yuAANPSic50Er4bFM73vAY4bfdy8u0+haboPj3d/o6hZiG1dT9JnvYJWVot3DOOkSCk8rJJRjQCLVkps+WPTuHi7/XWb5cVFYQm3PNBo2dhA8tQSjYRvbVk5n9NT9BHMjKYbc8rtMmrQbWXllyhgqWb4vjeNP9+qulejme8FpxwguQloJ3ET6eEbo2MMBWmu0bSMs67BejXPoEM0//QXaSTe22jZp31BJwRneRkMnelDP3QrOoA2JE0U9dwvy8kcR1slw3+vByVDeWwhC+PHn/RHlrMNuvpF+Ate+kJ4AgYvXfTt81P/mCVqeXIOOewtatG4Tbs6zKUqtAPKqg3DPOPSkHozzihBWLj7rGkxjeIZQGPmIim+hGz+HZ3EyaA0hPB40pT1vqS/0pJK9UClNuH5k+efRh+4/zIQQuuYz+BsEOe2NlNb72HLnqwz1WkCTW9pJ09YqWvZWoFwTXJU8zsf+pbNQzpEW3IHQmlYOxLvAn4fImYouuwQaHgTpeMYpeck6KTAnBAOtOyqO4WwgUFGMNBXKMYk356KjgsjzT5A16hRklg8V9fq1fLkRCsc3AgLfzCvxZflJrHDSK4GUi9vdlfHMe5qi/OS0Z4i2J0j0uvhCBjmhbKbPK6StcSRZObtTDJMpXfSeZai5H0a4Nj3Nmhc/twmzfj3jp9aSle3gnzSVvCvfh1k2/OpQ1XgPNPy8f4MhIzuZcVuIzd8/Dzc6iJYpYFHxnuE39Wqt6XjiOdr+/hQqGsXIzaHkusvIO9sruFXRXlRXO0ZhKT3PL0e76vClJtpAlL7P+2/ds2SkwFYKXfccYtylwz7HkxiKN3dBw7HgbWGYwOstMqx52MnVTNgaOah5XUsbbTchfMOTQnfCUVqeeBltD4RMss86cJimVw3jwrCpALPovQTOzrwDPxKM/EvRofno1j+hG35Hn7x4X0gPYaENBe6Q+F3fGtBnnMxSROkdyJxz0cpFhV9O95pkFiJnNr7J3r0qB/bcu4dofTcDxkkjpGbU7Bp2r5iJctI/Sm7MR8n4Rpr2VKT0QoFXZp2I5mAVLkRs/S16+588JmvDQky7AVH9X3BoKdruQhjKSzVpSawlG18omqL+igYMTWhcazJ/JghVt9CzdQSxjaso+PTVyLuWouI2ZTNqqDr3teQbBRg72PLoPIqlSutRFX4/gemzMj6Pxz6zkZ7GGMrxrivR69IehfpoHhecqUkp9+kfUOI8+AFwE1hxm7nT8lEjAv0y8PauDXT8aDuFn/k2RlFZxnkHQzudUP9TGKxRpGP48mDkRa0cfGIkwpQo26Xk/BmUX3p0Gh+diOMc2E73mk20PbWxf9PldnbT/Ou/IEwDUb+W+MaVYJheWWOoHEPGEQTTjJOwHLLHOlB4Mfb+Pdhrn8KnYukkwW4cYt5N07ovnznEUw7vgYMPQKwZis+GiosRxhsTEn1LItkI/++At41h6oPMegeqZwky4Q7o0QEoUAc/ghi7ZFiJ2HhDK8IyUwyTkW1nlBBHAn6vQu1wXHHDgbDKEBWfQcVaoH0p2LFBzAgKGQ2gArYXZ+4nSxBeIYTSaEsC3ei2byCsXETuIih8D7Q96I0hDK9arPpuj55mEE7/y4fZ9pUnOPTcLrTSSMPFH4yx46m5qEzXnMQpF6xn27LZrH9sPqde+goa6Kgtp3ljFUgLveR+cke2Mvr0mKe7pBLoLb9GJxoQMgxSeQuV0GhD4SvpRiQyFEToQc22yT6j7GkNdKwO8uR5vyHWU0jF6G4qz3ltkL4TgMu0i9aw9f6FFBd09RPYasMiMDafgPwbeuU3IHs8VN+EyJ0EwGuP1Pcbpf5TUFDzfAv6C+OgfW+6Z+DE6PPWDRPyK9px8n301nms8lKAiifoffYRcq/5yGHvaT/Cm0D4Ug0TIHSMERfEKLj4JuLNXYTGlw+rGi/x2ioif/8pSIGIxigeJeisL+zX9NIJm/DDv8EX6PEY4vvIeHvqsUI+svPD9HTm9H+nhFSYlo1bZ9Gz5CGizz+BldWNb7zof0b9MP2QPw617rPQ5HER6tKFiFM+j8gqQzc9Ba/dkZTmcNEtK6H2d7DgAUQmnbS3If6dqvLedgq2Vv7tSMfynqJDf2RMuECkFh1N72jPBF9pQYpRAohsLEPHjQEvZvB3b38ITAtr8uvnSBNjvgWFlw2pWFMIJ4rsNTIrb2jhEQPqGDjNuPUfBbsOY/QXkZMfg/KPIooWIyq/ClmT0t5vZvmYfPv5hHKjBEMxAgEboQyUbWKHA14+bQikocivamHhTU8x8z2vEs0/l0joepo2jUc5Jiqh0Y6m+0A+B1YPmtONwc6HvYpEQyXZ073wnfSl6yFB+u66D778MCVFtcR7NIGK9sz3U2jckM3W9ZNpaSqkvTWP3twqCqY8D01PQm8NND8Da96Pbl+bvLbM8wkBxoxrwRjKSJ0hJyjBzEogLWfQUQq7dnfGsdNgFpCp+1prAUYRoeoyChdMHJZRcjuaiTz8Y2+zE48ipUaaivxRbQzQjmgs2ZbOk+c6mIE4VsAlv7iTYE6EQChKdn6Y3IIw0jToXfY42Ansbj92ODCgdAxgBKB4BnrHndD0nBcN0C40r0Sv/E+U3QPbvuzxhyVjuoIE9NZhL/9s8po1OtGCPsHNxG85KHFsf9+keNsZJmGUIX0zPUM0+HUEaIVu/d2wxrHys8k/YxrCN5CXim4txmkJeR5Ln2FyBGzLhe4cfKdfilE+9vVfg5AQ3k56A6lGJASi1ysXTzGQfa/1IeHg1n4Lt/k+1KHvQevP0Z2PoOvvQO1YiI5uZShal28dCCEOgmG4CD3Q0Cp9BtIvmX7dDqRhgPQTmP5uci/9Mi1rHLQ91NMw6D5YjBMf5MAPkU3QGnRconsttEz2aLnC+3uUXWJObm/yvmVsBvOcRalpO1TE5rXT2LhmJuUzNiTlH/pumvIWxm3fAGD2dVUY/iFy4aZgyqUjMIrGYr77+1A0wRvc8JH+rPquSyAHVStqwCg+ehgPgNApYJWkXb+yJbX3ZaPs9Gd1OCQ2LmdQl3cK/Nmel+fdv8MYZMPGP6kYaWoCoRihvAi+LI9kV9s2wpTJMJOge3c5kf9n78zD7KqqtP9b+wx3qLo1J5VU5pGEQCAQZhGjARHBuUVRQcSx1ZbWboePz9a2tW20tbE/u1txaBBnBRRBmWSGxAwEEiAJmZOq1Dzf+Zyz9/fHuXWHurdCEOxG5H2e+yR17xn22eecvfZa+13vOtSCl3IJdAuy6qPIstcjuaFJbQjAS8K+H1Kr/8QyqOQGcvf/E/rh09EbXoVZfyZ6x8cx/l+mgXopwfbPGdFTYfQPFV8Vc4SSG55x9yCTZ+D3jxOYCO682eT2dYIOaFo7htuRL4x9EzddIR2ziV9xNdaM2rphfxSCqTP5xVcwJiXNOV8mon2hOHNvBElZwDqIPgytudIUpbCL3v9+1LIHiyE9YzS5R36N0dWPjCA4rofWFjgO8y47kxkXHgf9+xl66B4INPEZZxHDwhscq9ofwrBPkHOwI344gDkl5QtjgMEo+IoJ1XWDxk9HCZKhXGpk7nC1bp6ANxpnQhC28/GFHH9h9f01Wuh8rHRvlKOobzxQs50muZeHP7+ZUy6Zy8E/DDKwK4n2NJarSMyI8ub/CtdxVPtxuG/6LsZoglsuQQ92VpV3D9toCHKlyY04LnWvOrpcIxHB7/gP8hsuwW1MhTNgMRz8zYkMPwWN9z9B29raa2SToUf6q+SbJtoXSWTIpyNgRZB4PaQnV7Q12K0p6i+y6TvkYHKlsi/GtlHROP74OOAgYrCcgGx/I9mBJqKnnkPj0jdjdl+H0ZMLAhI+55l+jPZqS8wYjc1PkIkH1wCDd2P8ceS47xzVtb9oYF48oby/TMOU2hz+W8EZLxinGh5BOfJD4zzxoW/hJzPorIdEbJQdZdlXLkPN/QR6svyK0tCyE9JPYA5uhaZjkYalz/0aWs+Hru8yuaQGlovx/fDSymjWhkI4bNhBUlaxaq+p82r7zToT5jjVnYzJJEl+7+PUu4OIWl6TVBUqk2usqKH11Dnk7r+V1EP3FwvJ5XbuJL3hEepWzCc/MFIQZi0/AIgVMPDYPHJD9SAQmztM02m7UZ6EtZjKk4stsBuz5LtaULZHMBrDmihTUTBe+c5G0EJqLKQgj/c3se22Uzn+tRuwXAolPSyevOsUUiPNYcjKQCyaxsu6uNHqRDAva7Px6zvY+dPNXPTJXpoW2xzadRzRjpNZet6MKtq3iIJ0b1hyvqBFWE4gGTgwA5W3EUuwEgka/uoKnPlLMH4Ove8+zPA+pGk+auEaxK6me4/vyLP32xcSSfRjxfKku5oLuUQeww89edSGye89SCnjvKz9ytA4r4/mJT3kOA5r1gqy6x+BoMCoFA2WIXbCYcRTTPvEfzHysxvI792FuC4SiaGLzMaQUennbexISEGPn/HK8KfEQlBuVXl5Y2zy6x7C7QgTyCvKnARSiGZPepaMB2MbMdkuJPqn0b98YeKF7QU9G/zFGSad2gyp9dUhnTBfFBqOXK754HfuJD+cLNCiweR8gpzP/v93Gwu+0jfFSQP0/k8hGRsyMUzr6cgpX0PUM9PTTWojeuC7GK8bqT8L1XYFYrchM9+NGbgN8r0FVp0d6q8t+ifY/S9hDlDByBqx0IkweUtG7VIp+YnrrgkpGr3M7d/FjPYSa/CYtmof/Y8tQHvWpJdAiv/2374RZ9ddFUw8k8+R27mD1reexugfnkRn86UkZ9dixpnjDG5ZhPYKpAsDmUMteMMrmX7Gzuq8LSOICqhb0Uluz3T83gaCkRiqLg+BEIxHMIFCG6HrUIlpuevhU3GXnMdxbw4ZYDJjLYmubhLrNqLzGtfxiUTy9G6YS8cZT1ckBXtZm613rGLRmdt59ad+Fc7+bU3ziii0vhpRX67dlY0LkMHtEPEwngVagRgkFmPmF3+K+D4ml0HqGxARTGoA79cfhFwS/AzYMYKN38F5w7eQusoy33ZdFBAyvY2Tbp9gJyqV5KeCCXLEO35PNtNGMBYL2wcgBjuewy4khkf1VjLberASWSTio5MRrJY0seN6sBpy4M7CmT2XaZ+4CmMM/uEuer/02UlRuPBF09qm8bUXY89dhPHzmGlnQnQ6pLuYqDJtDBjPEAw7ZFPTiB7TC3Y4eUBBvrsBe/ZolaccwoLcYfiLMkwveUx/ltDJdegD76OmXDeAWKgZ1fpf5Rh+ZEfRKGqZ4DwAACAASURBVJUjvbsbMasw+nfVHogB5RmM6yERD+Pdhdl6GbLoE0j9SVMu3AfDN2EOf46Jirgmu5tg+Casxb9BnOmw8mZM/y0w+ghEOpD2i5HYfEzj6XDwOzD8CESmI7MvR6zDmOEbwHRWtIsxByK5Gl6ThvhJAHhPPYRojTTmmLdmEy0nH+TQ7ceTPNBWlCwq7uUHjD6wibYZ1ddj8jn8/ZtZ+u776H1wLqmDzTgNOaa/rAer44OM7P9tpQeoIcg1kBuZRbThcOXBtBSMk6DiOXQqgsk5BHkLURRrUtmJPLNeOZverRqnwWXZu1cw76KFFX3eefPtuJKDCFiWT1PLKAOPzSfamKZ1xaHQ07E0gzs6iA7EueDTN6PK9fB0BgbvgLYLoLm6PIM66SPoez6OBDnELbBtrChy6sdQSoHrIm6JLOE/cg2kB0usPj8DQQ7/4X/DOe+fK46dWLkAK+Kg05Wes3Jtpl14avVNqIXe21GuT91xh/H668l3N2LyFk48j4qUeY0CdmSU/FiCyOIRIov2lv0WRc0oYxLqgPQDvy5cQ/UsUCIOljXG+L++DfIZJNFG5JUfws4/AN13Y4I8wWiUfHcTGMHkHDJbZyH1ObAhGIkisTzOkkEqvdCJ86cxvd+FhlWI/AUNcy8Zpj8fmGAcPXo7pufq6tBXEQqaXo84bUc+lljkcw5aK5QKcFw/DC8I4OnqHjXg9FLUJzV2IV8m2ITZdSnGbUctuQ6JVBZvMzqP6f4ilWXaPQjG0P3fwur4B8SKITMuhhkXV+wrkWmw5P9UfGcBVtPF6MErofd+CrFLGHUg4UMkCDeaIEu0fgxRUczofgh8DBBZ3QWOoXFZLw1L+9hx7TmM7m5H523EtRCl8PIWfq6mzjlYFpJ5hMi8Qea+tjzRRzGy7beYXPW9MYHGj6wCNQAVaxAKIvMhKtjTO8nvj4DRiArzqyY84Gh9mpWzbibytR9MrVyQKh03VpdhQqeq8/4VdK9fituYIjcax+QVTcf01tYj0xl058/IPLwfPdiDvXAF0VPWoKJx1IyT4OzPoTd+DTLDEEmgVn0Ytah2HTBzcH011dxozMH1GGMqrkMsxTFXX87OT19HkMmBCMYPmPPBNcTa7sHffxdit6Ja3oXET659voGNRQq9Oz2JHc8T9NVVh/UKJBECQzDcAsEw2CG5JbA+QPrHPyfouRqJJ8B2CYaGgBhEfdzT+rAXjhH0Rcmva8fyIP/wL8ArKEKM9ZO99TvE3vIZvMeS6N591X2AYFJx1LwTcBbMRVLXUnLHKkOkCJBcj+n9ATLjPTWv+8UGY2p02fOAo6hQ/nHgvYQ8537gPcaY2ou0R4kXvWEy6ccI9l8esn1MtfxOEVYCa/qVRzzW2I4ekv0K44X12QMsPM8hlsjRetZctPXLmqExHQeGCEVVK0qhe5DvRD95MbL0V6j6MjZWfj+1PTsfk3zwiO08EmT5xzGDmzFBEplYJ+iMQ50ffgKB8Sgih9BmHfq+q7BiEUhkQZmSxpwyLPvAfYzumsnooVfjzl5D48kL2fSeG0iOJminlyomldaMPO7gjc2naWUnVlE7UOPU7UIiSyqMk1gBTp2P1boQoxYi6YOhlI0dA+WgzrgaaVyEpA7i9u9n/BffIBatpIQrpSE7gul+CulYUfzeGMP4tv0M3buVplmGkX0Bft7CLiiiTyDIOWT6mhDbp2FOgTpd4x4bIL9jC0HPHsTyydy/ieyDt9L0N1cjpg/ZeRVWfR7ieVA52PslzLSlxbyoyps0xaxXVE3jGl8wgxN//EnGnzyAzuSoP3Y69F6C6esCk8UgBOP3IO1/j9Xyrsp2Bz7JddupmyeoAllGJnLhJl+jBm2EhrN3oyIguThkNcH0D5P+xe0lIzM+HPa9GOwWiP31diQaIK7GXgKR0/vQv+qAnkmhRj9H7u7vwXjf1COsE8E9+QKwAvSTQTjhMxRelYkEqsJ7FmSh/yfwF2KY4PkP5R1lhfItwGpjTFpEPgR8Bbi4+mhHjxe1YTJGExz8MOjkkTdU9ViLb0WcGvGnMmz/4m8xXnloIqSFB9Qz76Mr8GqlXQvoWGEXqzZd2QRDBLe+BXXSR7CWvCVkwlnNxVh79faH0fn9KHf+ka+rBqRuLpxzM+z/CRy8BcaHwyalnPADGDHo4V/Bk7dDAE5LHl9UVdtFoGlpN00ndiKt0zENrYgStFZ07ZrNrMWdxX0EQz7jEngO+aE6xp7qYO7bNpAbjzGyrx0nlkd0ClOw3G4iTbQhDSIEj99GykD8vA9gxVIQb0dmr0WcePGa7Lq5xJu/hslNWiAHII/JjFS0/eB/3MrAnZvRBWWDhgRkc1G8vI3j+NW2wQgdpz+N5fqIqh40xYA7ewi3Yzjkd0oXmafbSd/zC+Lt94GfLHWfzmPIw8a3YlZehTSegR7+CeQPQd0ZyPyzMPseDJUwJqBsZP7ZlU3KHQqfkcgCxFI0rAxTEYLB6zBeV5m3bcBkML1fQVvtYUqE1wXxk8gPriG9t4G6uVLwxsIQqDSlMaNxjA7LmhgN2rOJHd+NcgvGu0BUUIe/hrLnob3qNdPYBQeQOq8YMRAbsDXq1T1w/XwmP1R6rB+lph5cJdaAtfgUcjf9HSYZx2rNhDl0k4UY1UQfdRLsvAQ180NIw9lVx3sJz4hnrFBujLm3bPv1wDuf60lf1IaJ7HYIxmuGoIuQGDL9ymc0Sn46T2pPrcKFgkp4+Panas/yTDhBLm+DmZjRmdCR0/VgTu9F81n8rq9iN30Su/6tED8FUhsAr/xwaCuP7jofZ+5m1B9R40aibciyj2LmvR3ueH2ZkncZ3DT4kbDRWuEP1xGpZVR9QW97AjP0EYg1MueNl3Dwpl1kUnF2P76EeCKNKEMsniYaC0NmJrDwUy6P/9dahjunheEhwI3kWHziHoyniCYmRFAN5MMBNn3Xr2n4ux8gTjU7zeTT4CWrDErIvMuTuvtLjH1/AZHj1hI7/kQG7igZpYntYrEcY8ko9W4S403UQwGxfZrn9xKpywGCHopipqWL+wFgFf6vDFIo2hg7thvj/CvGCiAKZtxCknZYrgTCSc6BLxBEACsAfEjeDzNaYaAjXGcKvDAPKt6KfdbHwmvN7UPv+wjkD4IosBpRc7+G1J8S/j5+56QQcAHaYA59nKJSxOjtOOpuxFnG4ANLaFp9ADuRK2xqkzrcjFOfw3I0fq4OYjlcy9Rw6AKcjmFye6rLeMjCJDLZaADUBxAPIF05BKnW2TB4sMYOBqKa6BvfF77TYwcx41F01kbFvdKzAkxIMJpC20htQu/5MDL386jWN9U49osHfwLyw9FWKJ/AFcDvnutJX7SGyeQOoQ9+uiADU0BFGokCsZGm16Na31XjCJVQdmFFvcbqyez3rcPovilo1+D0FNqkQ8pr+exOu2BsyvKIxvBHvohYLVhzv4G/+zzwSuEpYxf21wH+gTUoOsKwnzMHNf1KVKI2q9DkDkJ+H0QWIe5sACTWBqf9C2bDVRidpZjcOCMNzqQE17SLt78ZZ94wUgj5GF/Q4xFMnwKyMJ5lVv13sS7/JAd+tAl/PEsQnU4i2k3UqcxRSY42MNTfhNGlzsjkLfZsW8iJ525C5yYrJwAI/p4tWDMXokf6kKZ2rMYJlloh+bOi2aGUkQB1s7qIz+ymf8MgB25/DJ2fJLSrAuyI5tjXPkpj+yBd9x9LqqsF5fq0LTtE+/EHoSCUK3kHOhNIW7qkjRifNCmxDLggE5ncAiSCUIA2VeZZGA/JFaoMBxL2o9ODvPw8VH4NZuQA0jQXmX0qoiyMzqN3vwP8wqK/IVzf2vc+1LK7EGcaYrVUP6WGSWt0ECoYe9SfdpjROxYy9OBSlOuHZINCAURvtA5n6Qrqzz0XGb0b8W+s0lYURSUZpByeoqbosJjqfF47QvS895G/7zp0145Qh2+i8bYmtrgbeeLvwFKoiMaMR/G2TyOy+nCJMl54x025kYIwpNn5L5iW172IyRB/FF28TUQ2lf19baFYa+mg1ai5hCwi7wRWA+c820ZMxovyDoUv79vAHywmuxpMMcEUFYHmt2NNez/iTDvisSaQH8tht7eQ2j+CYLDsACXgTvNoPnNvbfFWA5Hdgj2uwvUlV1eE8wxgwuWqSftl8Ue/idt+EzoyHoqeB+F2UsiVDceUYSCM55Pbge68EjquRjVeUNYXOfTBv4HkIyBOGPpJnIOa8/VC3aez4cI7MVveArk9EAvC8wCmzsMkHZTrI8qQ2zaDYKAOZ/4Q2Br/UCNmKIoTK/M8jM+clwfMv/xKtK/xevs48JmvTJZzY2ykvsIohVBkx+MEebsyxWyia/N50r+6BvFToQoBgOsSfcXbsU9+EzJtKaZ3B6BDkdeJeyIGPRpDNWVoO/lpBnfNAhUvqEsY3Gge2/EBw7RV+1FZxaLXbYKsXSbdUnR3S//6KrSFExTm8kbXuq8KSASQcsLncUKF3gjiUaLE5wJM/y9Rx38G5k6SsBp/oGAYJufu+Jihm5D2D6Ba3kWQfGDSmurENZgSwYXQQDjtYxRmOxhv0pBg27jzluAeeyomOws2/JzJMBLFH5lEV7dsMAFWyqAbTSgEWNzBoIYVVts4+a6mwnkixN72OfSO22HkKVQijU5FQAtWQwanYxSxDSZIIVpjN0MwGEECRXA4gTVrvCiLZSbuRdltA0CnwesDt6PqGl4s+CMM04Ax5kjqvs9YoRxARNYCVwHnGDMlw+yo8eKUJBq7N3wIy8gDUnxKXag7FWvmp47aKKUOjfDAG68jdSiJ1opAK/J5l9bz97Lyhp8haorZogFrOJzFixZwJ60xHeEZMn4XJvcoRYbRhMM2satfY3eTRfdWVq3XPV8NjZLJhWttJgfjD6B7v1E6lhWFma+B2KSF/TnjmEhA4Fk4bSkQ8HsayKybT+bBBXgHmjE5G1PQPQs8i2SfS+axz+GtX0mw7RzyXT9mdKyJkcEGvLJS7VO9QCKGwJTWs4whNAJGwtIImSzas0paa/kc2TuvJ3fj32Ov+RREGxBHFYkaoSEXyNro8QiiDHUtg0WlAGVp7MKakigqVcuP9I5PyE5BSVmj4kKm2E+BRoOrMU1+GNalrDIxYXsll8J41RLlxuunpnSQyWO8sEi01J2GTP9btNhoy0ZbCu0kwgUeQzjJ0YVPAFbEJbLi+IJMTfk1COK4xF52XvhndBbMugRUGWlBRZH6Y3DXfgnVWsgZisSJvOxNJD76MRwDVsaECdWFj+TB3W9h1+UQMYjjEnn521DBOMHT9yJBDqctSfy4w8RXdhGZP4TO2mR3TSP35HQyO6bjj8SQpjRYmuBQI/6uFvS4g8la4fWVIrGVfSTPU4nqFyLK35Wj/TwzihXKRcQlrFB+S/kGIrIK+DbwOmPMFMmczw4vSo9Jp7aEuR9QMWsSgIZzUXP/7VmVct7+9QfwkvkytQIh0p5kwcceqRDgrGwEqG43NEjiV9dEgikc4nAwNj0aHTkAEqGWPt1U++J3Y4yHiBOqcg/9giqKvMnC0E9hZpizpYd/B1u/B82CbyzsqI/2BR1YbLntDJL7W4k3ZVh15VK8db+BwC9QssMB1U9FkIjHWGcrrW96AhWZWOzOEtHfoePcBey84WWkk3U0tA6TaEwxbXEXPTvnhDWcyqDsgFibj44sJujrKawvFeMxoXq7EUygMCoo3EeD7nwa078H910/wf/ha2sQGgXSbsiKs6JMv2AlfXc8ieOUEUyMkBuqIxrJhZ6Q64deU/mNU6YQmRJMxoG4FybFplUpnCeE56+1tmKANg/jFDwXi0IIb3JzXUhugea1lV/Xrap961UcVV8K/Wu/J0xGRRcmRmNhGDhbo8SkydP85lZo+j6pO24is/4eTD6Pu3g5iTdeitXQVNp24d9D4ynQ/TMIUjDtQpj5Rhzl4vzNakwQgArZg3rgWhQB7pBBWwbjFiZUXjgJyO5vBSeGaunAXX0R+dv/ORSRBfR4BFWXQxQE4xH8rubSQOpb+D0NWM2pQlVogayD3tMa9tGCISSSq75OsSG5Hppr0/T/3GF4/teYjrJC+VeBeuAXhXH1oDHmdc/lvC8qw2SMQR/6PAzeWCIiFLLEQ68jjmp8zbMySgCDfzhYJaHTtmYvZgqyAxrIWNhbOpAzPwB7rsHkB2HcgqagOJMTCKvOuqboDhlDWPV2cwve4SdQq4JCPQRzRA5HEVYjFbe11iI4FNcJTOYpzL5PQdqBdB1P3L2athWd+H31SE89sxuH8FcNMTDYit69ESX5SU9NSI5IH26mbnlvGPYrG5CtSMC01fvYf9sqckP1jA01sewNG7AjHqN9zWRH6wg8B1EaUZpl5+7Dffn7UYtWE+zdSPru32GGe1GOXyF2iiFUiZCwDcb3CXbdjyw+q1AawYRGRBUMQBDq7OWH69BePfPe+zo63n0RB7/yfbLbS2reAxsWMes1W2HMDu9TzAdPkTrYysC2ueSTMSINadqWdxJrKxTHi3mQV6GyfEPBKOcFopM85IlHqLB+ZxRoh9DA+yFJZkKVQ8QGu8wgTPR2bBk0nANjZaE6iYA7DxpDI6bTmzGjPwTRoVhxwREOvc8aT5HJYwZ+hjX9chIXvZ3ERW+v/cxA+O60rQk/tX63ym6+MyMMm2sfFQDFyKKLjp6Hfex8rAUnYC87C7HsipIwOhlBZx1U1MPvS1TP7o0iGK3DSqSRosp+oYMDVXs5WBkoeJUvVvwplB+OokL52qqdniNeVIaJsfth8OZwkbcitgxYDjizoPGVz/qwVp1TkYQ5mnJxxyPMrxUINaA6I7gHzsB+/ZfAiaE3XQO2jQxamFgWIjoc9DRYeTADDkFzgLEEMxgleLQNhiL4qR3E1lxJMPrvYGfALxknYzvg+8WQFAASQ9o+VDS8IgKxEyGzpbqddWGype6/IWR+iRMOimMRDt68ikUr9mPVhSOJg2HOjB6CkVTN2K8xgrI1zszxIjGi4vdAUT9nkNxQPcrSjHa10r6sk1Mvu4d+/28Z3F1PtD3B7DesJNZuwbaPw4bPY4uL7TTiW1HUpPwiAygnQBf0AMUy4MYwj34GXK/IkCshIMhbDO1fy+x/+BAqFkUB7Refyfiv78OOJ8n0NJHcNQ3vEoMVy6NGLCRrMd7dTPdDy4vl5TMDjXSuq2fWq7ZR1zSCieqSASwMiBJIOCdwTZVALoRGKaifuG+hvdAxsEdMONDajVB/Uo3eBjXvGszgLzCDPw7JE80XIW3vRiQkVeixWwozHopGqXCaqfHclwWqIInzoOeLQJqKi1dRnNX/iFiJiu2t5eeiO7cWCEuC39mEqs9h8lMMU4Gg2sYxY3GYEMJVGlJ2aUJabAwYAszgNRBfiKp/9uPACx6GP0mC7f8GXjSGyYw/it71dwXqcyHmXyQaCDS8EjX3y8WX99lg/ttWseva9eisT+9QjD2Hm2m7ZQUnf+xhLGdyhj44T0eR3F4k3ore+xvChGgJB/5DUagLyGGR7kuQiKVxLI3qEdJPdVTMDCVah91wBcpdSTD+Q0wwANKGSAIVXQXeGGbgP8OQiooibR9EtVxe0Rw163PovZcUvAgPcEC5qI7Phht43eAEhRCVcMwrtzDy6AKsiuJ/AgHk0zbRqFcVJjOFeLUej2CC8Wp6sBgGDkxnbLSOSDRHfjhOfmA27qv/jlmLz6Jczcw8/mEY2RiSNMjjtGv02LTaNPCJtikDjsKadQxs/yXKsqq8SwNYjS3M/twXwr/zQ3D4JuL9/0X0NB+lfILlXXjJGGOb5tN45j50YwA6oO/GxUWjVDyeb9G/aQF1b9tYJKVMnqJLIJApeMKRGFilekJBfFIDC+uIQZ2F0jMxcy9D/A1Y9ilVRRtFLKTtbZimN2C6NkDaA98vCx0WeiY4Cg8bwrBh0wXPvN2zhKgo1vyfEHR+rJAwDjizsWb/W5VRArCWnE3w9H3og5vDkJ7lorNRpKENM9pT4wQGMxZHAguiUWTOauh8IMzHSzuYOq+oo2coTBAkh+66ElmyDlHPPtXihY2XRFxfUDCZfZgdVyA6U1gkL7yahjBsoupQLW9BrPpnOFJtLLxsNcm9gxy+42n2djcDwuD2djZfexonv38DViQMHWnfov/eOdz+0TejLM0J+7bhDA+x9aeXkstEmLX8EC+7+D523L+SXQ+vQFkaY4SV52/m2NW7KsMVTgT3tDcAoKKnoKKn1L72lstCUoOqqxrAACR2LGrJbeiB68O8rtgKVOtliDsz/D3xckzqUZiWxfTG8IbqCwy1qiOh0w7SksLkGsDLFhfK/UxIQcvvaiOyaEK7LETgKZKHmxndH+a4ZDNRHr3rNI498VUsW7yi4gwmtRuGHiCs3Bgexm5O4zlBSVgUQOmwz22Nztn4aRfjTsfsuRFyYYJuyZAVBmkBvFFM8jAM/R52X1OgT+twYm3AcgNUcxa3Yy1BfT8m+SuMBn9kCjFUK7xlpXOFro+BSu9OC6bLgVm5kvGo5XoK6Kgh3zgA3jfAE0QaiCWuR1mVklW6ayPBPf+ndCLto07/BNbS16IaXoceuxHIVxpoAQrETJlgaKo4OO2oGR+svBdBQVg2WoeoP54jJZFF2ItuxXg9gEGcmVNvqyzcCz+H7tpGcGAjEm3APmYNum8fuVu+CH65V2dQsXxolERAKTi0vsC0VJg9DbB0BFPnF41+qc8VJvkg0nD+H31dL1S8ZJheQDA9/x0OMpowtk9hXMuo8GFs1JA4SkHLGhAltJ6xiL3rxovrSgI8+I/nsed3x3D+f/6KpgVDBIGibU0nZ/7r7dz5gTex/p+fwFJOYSEB9j+2gN4ds3Fdn8C3iwr/W+88naG9yxnvDmc8M+b3cvwVs3BOfuZZrIgC68gVSsWdhdXxf2r/1vpWzMAPIdEHTgrTOXXpdxXziJ7ShW74JP6ebeS2PESQLbF7dCpC6oGFxE49hIp6GIT+J+bw6H+eV35GjC8kOytr+pjxJ+GxS0vT/MKIKtpgt4/h9zSCEcQKsAvlLURCsoRdlyM/4mOi46BDw2SUDhUGSrwJQMH4dtj9DSiWJymn/4GIjwzfhbX8Tkzz3+P1fAIV89GZak/bnZ4MqeTl1Xu1IKqQRVOoj6RHXII5GUyrj8pTni9dBSMadA4xuQLxL0Um+dfUNd5a2iafJLjnM5U5eoBe/3VU+/FIw8lIw9sxozcgkwWHFRCth+b3Qr4LqT8VaXoNosK8MRMEZO78Edn1d4AOkFgd8ddcSmTVc0tNeaYE9uJ2IlizV2LNXln8zqpvw73w03j3fw8zchiidShnHCvuhvc7kkDyY2WJ4oVn0rfAqaavGpNCJ29D6l+GqD9usvpCxJ+C/PC/hefFMB2FyF8E+AFwMjAIXGyM2f98nBuA9C4wQdEoGV/BSKGwHEC/ham/BVn6x8k3bfr03Ry+aw8j/QpoqHjOF1+4ncSsUZRtcOvDEWfBq3dyxlW/59EvnVsZ9jKCQggqpFsMruQZ3B8pHrdr7xyG/72eC16nq6qkPt8Qqx619GZM/39jRu+i7swmUttd3FiGChFPK8CZN0LPw2eiYyMkVq9FyzYwlQbG66snf8typE54cstqBnfGa543MWuSF7LzqpCQUb4gUjBOTnuaYLQdncph1+cqafMqtCl2IgueDRgkMaHiXUBeQWBBtBVGHq6RaFrVKYX/NJPffj6Np/6YkUfmVuT4iOMTWzZQaZQKDTeeQufaYSQJORs9I4+ZNg62oAt5w5IzFes/ED4qJgLKL3UBGDQH0cE+lLUg/ObgQ1SNthCWV9lzJ9ZJ78WZ8X8xTW8h6P4MJvMUggrrHaGw5n5nSkHX9O03kNtwV0n3LjlK6lfXIvEE7jG117z+J2AvPgN78RnFv7WfhZ4tEG9D//6TtdVLxiLQkqvJjtSp29G770SNxaDxGILmGaByKPd07Phb/mwN1kuGqYCjFPm7Ahg2xiwWkbcBV/McRf4qUL8SxrYSxvAEhqOV1UKNxjx2DaZxIdJeOyQ2FUZ3DnD4zj0EWZ94VJWPlwCccPlmnHhl6MuJ+xx3+ebQMD0DLGWwlKkYZkT7BKOj7Lr+MZa9/0i5b88PxG5EZl4JM6/EAuKdt5P5/U9x3GzIGBOgJcOBW0/EGBuC9Qzfu4nEvBk0xHLgF6SGTPhiDPXMJOtPp+GEkxh8ekcVO0osoeMVczH5g+ihGzDZpxGzM8wlMkKQsxl7aiapfW3kxmNoz8FubWXawoOIta+6/UJJgLRglCpCaa6GII4664vQfT1Tlj0BUFGY+RYARq/7OvldT+LM9mk8ex+jDy0oeEia5rV7iJ/cTWrddOIdI6jCWqMJBJ2PQKoV0mG/6NnZqjfNuCA5KkUR3PBiJq+NiZ/HmFLFYuNna69ymwDjlbaT6DLsBTdj8ocwqYdBJZDEKxFVOzRpvBy5DXeCN8lwezkyv//5EQ2TyWfx9z4KRmMvPAmJ1J6QPB/Qe3+Deewb4QTDaEhPMRinJFTPb/Iq5ljGAqww7KoTaYK6LeGkVkDnHsRPfhOr7h1YkXNQzqpnzeL9X4N5yTCV4xlF/gp/f77w/18C3xQRMaaW6umzh8x4N6bn50AWk1c1S1hjAvRT38d6loap/w9doZQQ4Nqaxlie0YxLuNAITl3t2fdU35sSMxxgEsnAUF+fxrbD0erAd+5j/NGnOe6zryba0fI/9oK0vuF8sieuYOyB+3Hsx4jONey6RmH8kmSAyfuM7YJsfRuNHRnET5JNxhjtbQ49QpUilunEijkEaS+sXOpbeJ6NXe8ysOkuYtkvEuZoeZg4mBiYngjdvzkBP+WST00MoEK+e5SesSbmnXmEhitTZZQKuyMzj0Naj8UE50L/PRBMVpqXkNrceBLMfRd+9yHyu54EL4/uqaP5vdtoXruXIO1i1eURy5DZ0crIg4vJzhui4djDiBuQ09yJYgAAIABJREFUOdjC6NZZuNMaaZg2jhOfQkBYBGMbrCFBtCCekJ+ra+fpGoNIaW1GzToNbb5BFewIau7Lqk/lzkHctx2h40KY9NRix3p46rxJf9dGMjdfXbbepYlc+De4K55b+K8WTPc6zKNfDZXDJyBONTUcEFWPdFtoGYMWP4w4W5TaKaEkWOUD42PMOH7yW/iZ7yH2ciJN16PUn87QPn94ifxQjqMR+StuU0jYGgVagYHn4fxIZCYc9yPM5reWwne1kDo09W9TINIcRdmqqK22oGOMpw82ky1UWu3eOJtZp1cft2fjbAIDdsVzIvgGYrZP4IdrIbrMLsXjWWw7KCgWBMyYd4j2pvWkr/0ZQ+MNRNdcSutFz+yFTQXvqfvwHvoBZqwfae7AfcUV2Itqr71F588hOv+dwDsZ27wdsX9YLJNejty4Q/cTccLbWQZtcIbXc9Y7B9h620q6d0/H98Nk1WDUo6n5P6iQzCn009juGQQZB7+olVfqwCBlSPY1Ud8+WkGTN0XyZRlluwwCkC0I8E5bA02rYWQzBGlCSQ0L2s6B+e+BhuMREfyu/YhSIeu4NRtSwG2D3VDqg/yBJoznkNrdTmp3WckSDHpwmFSqEbfBxXpSsM7oR5zqsJ9KqpLqw1TTNKOKY2cw1EvyB1/B0jHcRr/k0doxZM5ZyIxVUxzkmSH1TYhlYyZ7TIDVsbDmPjo9SuamLxe95gnkbv0G9uzlqMZqYdfnAv3Uf1caJQDbh8mUciuCnPi38OTXIZcKhXRrFPCsFeabiIoY8TBmG5mRM4k2XI9ln/D8XcifCrVqhf0Z4vlYwKjVE9Vv4DNvE24o8n4R2SQim/r7a6l5T9GIumORY/4FnCNcUvPSoz7eBGa+aiFilZqvFMybOUa9GxCzNA9+8jXkky5BPjxvkFfkky6b/u0sTv70Pbzy23cw/7W7UI6heZ7hoo/ewfkfvI2OpZ3EEymmz+0lWpcBCXDdkkry/OP2snTNEzTOHSQxc5TWRZ1Edv4r4w+ve9bXAOBtu5P87ddgRrpB+5jBg+R+/c/4ezY8477KqT0jLfm7k3802PEs887aRtO0Llaevx5TrKYIkYYM8bax6gMKZA+2gLbCqrE1HpvhfW0hQUApcOpAuWRHm8IWBDIFP1pBWxiGErHgxG/Cii/DjNfC7L+CU36InHAN0riy6JWq1ulMOPTOkuGax1UNObBrk0WUrXFiOQSD2dmE6Ylh8qGXbXwBT7APh+ScIBEQtARIlhpUfJBcIwz3YbRm/Hv/SNDfiZe3ycYsvIjgjcdg1d9gnfO5I3rVOjlE/qEbyN70BfLrfoZJj1Z2v2URO/ftMFm93YkQP6920q2/Yx3VLipgNP5Tf3zdMGMM5vA96Ic+hL7vMvTuH2OCLKSraeNiGYhb0H4CxNqgfRXWuV9DLb4IOfcniLs6DJnWeIar5BprIkt2/P2YKcrQvJAQykod/eeFiufDYzoakb+JbTollPZtBIaogYKy7bUAq1evflahPmm/EFnVhHnoY5CbMFAhC8x4NnQewjz0FawTLkUSR8cSsuMOL/v+61n34dvwkqHhSDQopjclGNmfIrlzJjet+SDHf2AdrSu7Gdo2k5GnW7ngul8ilsZyNQtf/zhKVhKPfRe2g3nyes5feDupPWG13FzGZetDx+Ono+E5bY/Zq/ahyhbWlWWwY3nGf/+fJM46o2Zbp4IxhvwD102i2wJ+jvz935/Sawr39YnV/xYhSahMWgNSyGYMpQUQpWlZ2M2E4nPfvhkVg0KQt2uv3ecsTBCeQ5TBBOXuj6F1STcNHUOIZ2EwSGMD1rn/TIxW0r/+HHG9BZOekAma2MsgopAlpfwuEQumvyr8TAFn/lKs1ukEfYfDUFqucPllA1l8ZS/J++dNGu/CvyKJsE6QAGgh+O1sZFYamZkO1RgOxWDJIMGCgteoQDRF5Q8sMJ4gBuzHNDrzIYJpF6D1AM5f7UZ1ZMALueo6ZZPfuw17+RqYIiVC9+0j8+O/C5OpA49g/2a8jTcSu/QbqKZSmDB6xmuQugYy9/wCMzaE1bGQ+PnvxJ61qHZHedkKxYYiggCdP0JhzmeA2fZ12H9zKeQ6tgtz8DZoXQGZ6kKCYinUed9ArMpnVOIzUKd9C9n8FvzEbijLO1Q5IFbtZBuofj6NT+D/AdupDpW+UDCxxvtiwPNhmIoif0AXocjfJZO2uQW4DFgHvAW45/laX5oM1fYy9Op/wDz2JciBzqqS3lmyB/P0b/H33Yv9hu8jialzKsrRfHw7r7nvcoa29tLz4CHG9o0ysy7CgUdjdK4bJNPbyh8+91rEBDgxj4sf/zp2rIwQIRk0W/GD3+KueAfm2EsgyCH/eSVmuJtILM8p527m4K5ZdBy/n7rWcZSlwbMq8neUpalr7MYEecSqVRZiCgQepEdq/mSGq4SCK39/+v8ig3cw/81R9v38VHTenvTwC3adhcQbCMYzGN9DCLAjfrHOUrQ+E2rcFbrEz7oc3rCAjlP2YrkF0kBeMX7LsdgeeBgsx0cHpWts6BgkMXMoPKYJvS8z2kew5Sc4az9L/RknYrZsAF+Fxinqg6VDAzXjFCR+dBOR4lWJ0PzBz5B/8DKchhEYVoDBRCFoCWOHVsKj5Z3bGP7l8pBO7oX3SgdCdeqPYLrqMF11IBor5qGbC+2bWPJQoDKgUw5BXz1mzCaa81BBWFbED27Cfc9wMWkUy4AxKDuPHH89wc4bIL4aa9ZXq+jZuTv/HfIlYgR+HgKP/D3XEn3T5yq2jaw8i8jKs46qn6xFJ8N9P6j+wXFxFh/9em6Qvptg+BqM34VY81B9naigfDaTg+QBZParMd3rClqYhd+tKHL8X1cZpQmIFYWTf4HTdSOm/xaMBcYMI9YBJAcmWsOZqhnjmULe6yU873jOhukoRf6+B9wgIrsJPaVnXol9DlCzX4+Z/gpM34Pw+2uAMk/BBOClCbZch/3yzxz1MbUX8Og/PszY7iH8tI/YgrItXve9c2g/cw53f/gRDt7dzbTVnZiacd4M6bGbcFpeH4Zb7Cix899L+hdXg5/HiuVYtvbx4mAOYJQfyrEEEqozCNhugP+TC1Gnfxxrce0EwWDvvejN34bxHqhvR056L0QTkKkOn0nD1GsAJt8HA78DkyfekWX5h+/m4K0nMr6nHacuS/vpu6mfM4TWjUTO+BTJ7oUcvv42sns7SfU20bKoG8vRzFp2KCxxjsEYIe9Z3PPFN/Car/+YtmMGUbZD9ukGdDaCZQW4dVnyqSh2JI+fd8AIjXMHKzzIsIFg9t6Pf+c49D9QWGspzH9zoVdmmgQ1/61TXqM/NMzwLbeR2boNAHfeXOKnnUXdqhXI6M9wW8t1EgWyBjUi6OaCZzR3jPa//QOZHa0M/OAETGEioXWhVPnEgkVFpwvWhV9BnLdWr4cJqHie/MPtIBo9fQxVn0fHAsxJYzWL7hlFmDirfCS9kWD/27EW311MuDaBjz68s8aOhmD/o1P2zdHAapuDc/Jr8R79bYHNZ8CJ4hx7Nqrj6ELnfvLXBIOfLQ78xn+KYCGwJ4ZKlg1RQQZGd6LO/W/0tm/DwFaItaGOvRyZveaI5xArBnPficwtFVfV3gD2wDfx9E8qR8KJ1LxijRkAH8v+43Mh/6fwp5nu/8/jecljOgqRvyzwV8/HuY4W4jaGNPJay2hGY7pr6McdAXt/vp3RXUMEmXDab3xD4Pts+fwDvGHD5Zz2mRM4/HAfOmcVQ1iTcfC+Mbb/8Dusvaad5jkn4SxdTd0lnyV7749xzboKowSF0L3tY1RYBqIYyvfS6Ee+ijTOQ01bXrFPsPdegvu/WFqMHjsMD12NvfRc/CfXVYbz7Ajuyy+b+qLT+0OmWhAeSzma+W98lOShZuqaUoitC3WRsrD9KhKLPkJ0zjSyeztJ9jaRHmggPm0MywlY+/7fcu9159Hf04zWAqN13HjF+5h+fB8n/3UTbSN7wd8NgBv1cSJJtK8Q1yZx3B7sbKX3WITKY3oeqTFgS2gQEifB9JfXvDx/eJiuz34BnUoiyqDsgNy2ftJbHuNgKsHSjz6E7WQnHVVQafBjgopqtCcQKEbvXFyqL1UoZWE1ZnHmDJHfPqP0TBghckobbkcr3mCk9iw8KF3nhKELZj5D7lXhkiGAYBiTfAhJhKw4/+n1YUiz1j52uJ6khw+id98HRqMWno1qmyJ0VwPuSeehmtsIOneBKJzj1mAtOPGoWKTGGILhr1T3gwLdkUM9XTZEiQXRNqRhAdZZ/8JzhXLaUDM/j5U5n9zwpzBWT9iHQui+ToSocXHjn0HUkRPZXwh4KZT354BoI+jaZSkk3vasDnXgN7uLRmkyhrb1MWP1TC762RoeuKqOIOtAonIg8VI2jQv7WPvtf8cEimQGbOtcYvOvJrb2YoKN9xC0eEhekP5IWC4Dii/K5HfcBHmCbT9FvfIfK74PHr4Gcj7lBtmYHDK0AecVV+A98iNIjyH1LTjnvAf7mLOnvujY3DKFhBLq28dC1aCK7NAM7P0mLWu+x9j6J9G5PAceWkHT3D6a5vfhKFhyyTwG/l8acqU4f9+26dz5txZv/+oMkD3FKZ8IoQ6hIzhtURhOYcYLpd5LVxay0qhBEYeQmTVzajX50dvuQGfS2BEPVVaHaSIMqUjV7hcNg7cuJTp/FL8/TnLTLHRygjBgiNRnUHaAO2cQuz2DM20v/mBIN7aaM5juJP5N74ZlCZiugdKzYnzB3z1RdE+wYgUvJOEVRGmnGHgKtZXCgwTgdRZ/8tb9rLCQUr2/fdyr8B/7OcH67xfWigzBoz/DWvVW7NMu50gw6RFyN/8DemA/KBu0h336O7AXPgtmoMlAUHO5ORTHLYeykflvPPpjHyVU7HRisfvDc5o0xlho/yGC/J0gDTiRt6DsY5738z7/eGETGp4NXtSGSaKNyJwzMIfWFURMC7Cj0HE22Rs/ixnrRc0+Hue0i1FHCGs58SkW/jXYsbAbZ798Bpc8+Dp8fz7p3BUEOQ/t+4hlSPUkaJg3ghUpLRT7wd1kc9/D9H0He/kYVqGJZnYSvbceNe5gAgvjU+URCIb0oxvoeeRG6k9aTmLxNCLxLJIaoWrwChSk+nBWXYh70kWYwIeBx9GbryHY+lmINCHHXooc89aKQVwiMzAtr4TheysNlDY1B3tjhMQSl+ZXrWbo7o0YrRntmc1oz2wWfPpSDnyxkyBXnStjuYrx+CnE1DoIKhfSreZpWGv/DR77OP5jewusNQlntJZCbMHoNJjaxknajqv+soDM9h0o8VG2rtrXjeXJ9SSIzh6p+i0/GkfnXMYfnot3uHoW3bygByfmow81EQQ29jzBaR/HZCx0VwKyARDAHg1RgYYIxg+/031x/C3TwbJxGpKoWARmDmGJR2BqsQ5Dirw9Vp4DJUi0pEOok0NIzAvLmWftYnhR4h7W7A6Ce/6j6BUDEOQItvwctfgVqNYFU/Zf7tdfQPftLhi08Pnw//BjVNt87EWnT7lfBSQKEmeygkjYDhesGMVFtZM+jyTmH91x/0iIxMNwqvsqbHdqcswLFS8Zpj8TWOdcRXDfP2E6/xCWvjAG3fFKggd/WgxrBUNdBDvuI/qu/0A11V4kX/yOFfRv7iZIl5MawG2J0nRspfdl2ytJWA+x6Ybv0r15H90b5vDWe79dYZRCZMmNfIu6SKpQWruAEQtlBZDQKBMys/RorCLEo30h2dOA6f49e+5+nNRoA3NWHmDJ6VLbe7ATJWMyvAN938dLMi7ZQczj/wX5MWTl+yp2k2Ouxmy9FJKPT4yBUytWBzmITmPOh5bR9prTGX90JyoWoenMldiNdcSmDdRcczGBIW52YcVz+Emr+LvYhvjpp6HcFjj1Ouxj+wm2/gJ6n0Aa5yLLz0ff8YlwDa5Q6aDIxhMLmfVypHHqgdVubcEM7keiAc6Z3dgnDEHWwntkBt7jLYxumkukfSwkUVgFIpiALErTdsyToAxeVwN931uFyYWvkiiDVZRDEoLeJpzX34je9Vv009eGfWQHqDljEPEhKWEtpxmvRY+eiN6/C2uxizXneJx5iyHzOKS/gArASkJQb8pugCBZcMZ0KXosEYithFgp58aatQyHnaioj87Y6LyNivhIxEdvr0FcANAeeu+DUxomPdaH7t1VzcjzcvibbjxqwySiUJE3oNM/hvJK0BLF6vgy0r40JDo0L0fUs68M8JeEl1h5f0YQJ4597pcxmWHIDGPqZ+Bde1nlWosJIJ/Be+QGIhf8fc3jdKydz6K3rWD3j55AWWH+iRWxefl3L6jpPYhEaGh/HQ/evB6xx6cczZ1cGikfa3IKGXXDEhkq9IyMAdWYQQ+FtRJ0IGjfomVRL23HdLNADEOH2hjvbp6qF5BZJYaU3npttbZYkMVs/xFmxaWIVZbHku+H1M6SsUDAMSGVuWx3HQh+ZhYRN0y0jc2fSWx+JevxhPcfw95bD+FnSgOQKIhPjxI5+HOwslgNhDlMYlCWwd/8G3jZXxEMD+L39WIvvxjrzL8GwOg8uj0GPbnQMNgaLA2ikJUfQB37jin6I0Tja17NwL7NxD6yDdWSKybAqlkpZO44uVvm0furE6k/7jCRaUlMLEDmpyFuioFSZ/YozW/YwfDPjwPRxFqSBZJGaMLV9MVIpB6THij2uZozBlG/VCojCJDuu7GOeR1Bchqp225AntqJ0QFWWwv1Z8RRjOOOKnTU4DcDlsEaA9lTD9Oz0OiBEWTme1FtHwIzhp+5G0wG56yzkU03hueO+ahyxmjmMFBr7URKnkotZMfBsis9rQJMZrTGDrVheh5CbfgdtFno9oKAr1ZYTR/Grn9xVpr9U6I28erPDy96wzQBiTVDrBkz0lOVpQ5gtMbbuQltX4/VNgvnuJchbrS0vwirrjqTpe8+nv6N3eicj5NwMZPVm8uw5KJZtC5rYOApw9iBJpqXDFb8rn1BpSwoT9xLWVUehQhohFzahcAiM5igYfZAUR8OoGXOAJF4Fu1bWM6kWayysU4uIzmM7q3ZXhNoen/6axKrzyC+dHZocIf/P3vvHSbHVeX9f86t0Gl6sjTK2VawJNtYzhjb4IAJDsACa+ISzPL+YBdewsIuS4YFv7sscTFxyWDjgAPGOcoJJ2XJVpZGmqDJ07HCvb8/qme6e7pHtpGFYFff59Gj6a7qqlvV1ffcc873fM+DlDPCY8cDY2nwrCgl5GqCfJyg6TXE6h45wrSTp3DWl0/iwX9+EuUoTGhITUtw8bXnwq9+OH6tUpHvMdkhhn7ybQrrn0RsGxMExFa8hOa3vh/T9z1kxh6MLdCTjKjiSY0cewzW8rcfZCQREksXk768HWn2qlQZJKZxT+/Bf3A6wYEUI+vmEFvaR/rCHVHjv8pb6xhSJ/QwdMNKYukcLXN7ABPlXNw4zvn/FO037XjCzb/DkIF6skk6T7jt22RvtiH0xx+BoKuL0bun0XxmFkGw8oKVj+qzNIIejmP6Uyg3ROavwjr+Q4TFB/EGP1h6jqJ7qWaBs6/W0KjmBHqoDllHWahFk0sKSevs+hssG2vBROGXWpiRHYSDtxPmr0IfX0TlFGpHApW3og60s/bAC0sDHwVHPaa/Wki8oaY4zxgIci7gET58AzhxCnf/nIb3XIlq6UDnR6GYR5qmkJiapOuuHey/dzfKsTChpnlpG2f96DU46eppWdmKy+98BU99bytrv/kWXnrlVViuRqwAHTgUhxx23rGIFeeuLX8oFKSee2Ug29XK8I6ptCzumtCdNSrATTbnOLB9Gm2z+rDdMDIadgxryUWo1gpJmcZ5kK9VgzJBwP5rn0CuXU/LWSuZ++E3gEpQl9moILO3hdiiQVQyRDVkibvfJdyxATX/G1UNGY027Lt9O7t/9wxiKV79w1OQhiTx5hjtK1sQETItM+rWVBk3TWHDUxD4mCAy4MUNTzP6+9+SWnQNxikQLhJYlMfKg/IB/SQmzCLWczeCc08sEOjaxYVBiF86B6v7EdzjD0QrUXuSRYhlmPu1z2I3NeFtfJD+R7Zgt7XT/uqLUImo4FVmnYZuWMDm31ssnf0ATqJaRcBoyG3oIixOR6mysyIIwWCKYDiB0zSBuZZx0KMJQAgLBrZ2oU7aj5f5B6rkngA91UaPOKjRikWLFUeOeRvW3A7C+78erQpK5BPr9PeimicxPoDYLs6578e/+9ulhZ4By0HijTirXj/p54wOMI//Mzp7L/6SESjxWXQsRDeFOFviqGGBA8+tSHIUE3GU/PBXC4k3oBaeit7+WFR4CoRFu1S4UJrs/QIm8Mje8HXEjRHuWh+FhxJpes0FDD3exfwle4gligz1NRH0d7Hhsz4n/kdteZaTsDn1Q0uBpWh9MZ7/C0KzneGHHX5/xUryQ0kWn7kpkiMCSGiMZ6JQXtXAQflCrKGAmyzWKeAEbYTOTXPZt3Ee0xd3gkDOOZlFl/8fgpyHnYwKVtWK96D71leF88JA0bdlJiZQmMBncHVknBpPPBe2fb7OjbRx5xSx0sVyxMeEMLIa0/MjpNR4zhjDIx+8jZ7Ve8bzcz0P7WHuJYt5yefPifbRId2FlzFFX42qMLhaw+h+F3tiuMj3yD90D+7xI4QNY4QAIUyDNWJwMlAt2z05RE0r6dJU769sjVpyI86Mkr9Y096idMkaRB2H09rG3hs2sP7LG7AcELqQ7/ySU757GQ0LWul7ZA+777mQ/vXbWSb3Vx0jyLgM3r04CkcaIQwZp69L6bHcd+9S5l68ZrykQBCUGzLuyRqB/Aj++i/B/DoPh4SEM9tRzw5G7S+0B7MvQxa8DVsU1pyT0TtWgwlR889E0h21x5gAZ/kFqNZZ+E9ch8n0Yc1bhXPiJUiiEWNCGHwIil2QXo40RGQMs/3X0LOaYFmmWqdOAAuC+UXcNTY4f/nU7L84HM0x/XUj9sqPUPz9V9C7ngLLwWQqfuBjMBq9dxMoazzBa0b7aQ1/w6kXCCIGpQwzF+6Pko56LaM/eIqGt34aSdSXhVFqNvFYVNQb7P8qQSZG6Nn88DUf4cLPXc/ck3aADTrvYonBiQVRB1Xf5skbT6VvwxxOPecpMgfSxJszVaE8iJQhRg804+Xi9HeOTSyaHXd8BxGhaVkHKz9/IYWuFgpD72BK+kZsegiLDr2bZtG7sdwlVRc8Bu59mqaTF8Oyb2A2/WN5Ga99WPgxnN4v1xaPmgKm/2ooGaa+P+6vMkoAYS5g9w1bWPi2FaRy91NY/TM671hKx/nFSG5IK0RprESA3+/jOgHat6q/o/QgYTqo5qwLhI1g6dlYFc0Tje9T3L4dLIvYwoVVHVld+3L84BpqDJkQ6dglwJ6grDOmEG98wWgbd+aX6P7t3Wz86pMsWLqT1o5BwJDPJFj7wQFy2SbQBj/jAzYbrz6D4978MJYTIAqGH1yEKThV12d0lLezbIOIId/Zyo5fnc68Nz42Tq4YI1yUv7QQ3bsZ5tczoiYiELz805DfB6m5SMXkL6k2rBWX1PncwWHNWIZ18bLqMxX2Y9a/DYLhaLECmKZTkKXfgp3XQVjEpOp7nyZhopqrRW+tu/0oJofhqGH6q4a4CeKXfQ6T6cdkB/B//Bko5ibsVfpxT2AdKRVNFONkgLEaI6XRXTvI3fB1Upd/KjqCMfhbHsd76h6M1sROPAdn2WmIUrhzF/LqN9/GXTesIjua5NaPv4kwVCgBJ+az7Oz1LDr1WQqZBJvuPp7uZ2dj2QEHutrRnkXzvD5s5Y97GIFn0bl+Pl4+Xku0CKMf+9D6Lh58/c/AstCFABU/j1gsT8uUDKZYp4Cz1P5VWl4Kpz0Ig6ujurCWMxDR6N4v17/Buhxy6n6w2iiN311tyNx3I7HwWka7Eyw7YxNuwocJIa6OBV0oMRgt5Hqb8DNRPVDsNKs+oUQEM7WcG8mtXUvfD35Q3uw4TP3AB4gtjApILbWQuPMZCn6dDr9Saj5cR/ItHHbwN7aTOOu79P3gXnbc1MPiEztJNWbHv5NUY57FK9ax9sHj8Qqx8YN2rl5GtruF+eevJZHOEYzE64RvBaMVJp3DzMvRcuIw+Y3t9D0+j44zt0fh5550aVcTSTB5FvQ3gakj2q/B2vUHjMogK69C1Iv70zd+HoojkGzDPPNRKHZTpUg7/EfMvp+WvfRAavJ1QFQfh4PMu/RFHd//Fhw1TP8DIA1tSEMb7vKz8NbczXivcyhVfsv4im/87arvfcJDoAOC7WswhSwST5G7/jt4Gx4a7wYa7FiPs+FhUm/6CLGTz6floRt5/TvvZGQwxZrHlrBjy1xEIPAc1t35Etbd+RLAYNsG2zKEgcXax5YxY+Yg6ZE3MuvkXuhfA26anmeWsfVRt6TEMAlMRHAwfsR71oWAfNGmKe3XJONV3KXtFeXGcGIlof2C6p3c2VCcSKRQ4M7H+AOI04rTFEO5Cu2NTVKG1hn9zFyyn5bCfqBIPCVYdv3i5YgcZhAFqWnDjO530UGK+PITCNlErafjIu4MRnYOM7Kpk/CWq8AvGztTKND9ta/Rk76U7J5nWfCqNUx5SQ7mWkTqqs8DvqJw+zyCPU04SyG/cSOWlSaZzo3LJsnUPGpVH1aDz8J5Hlt+elrJw4nYesn2YdqP3U+YieFZOuqwOwH20gESr95d8t4M6bP2UtjSiin1azB+DJkzgiweHOenSGEmZrCNsKksoosBlSVSLzerMU99AFl11fO71ueACX3CR76O2XZbNADLQVp7UU0TPCJdgJ7fwozzYNd1WPscwjledThPg1FQODWHnfs2TvIKoubXR/F8cdQw/Q9C/Py3E3Q+gx7sjoyT5UA8CbnhmoLP54QIxisSDvZWGSUA/CL+M08S7n0Ge84S0n9/Jbnf/4im7etom55jz/aw1KdpwiEr4mX5TIL9e2zse7toKW7GmrGU1N9+jJkvj7P7sasNlf5iAAAgAElEQVTJd42g/ZIwqj/J2CtriYwwPNJKc+vQWCEEYilazz+J9AmLDnqpau5X0dveASYA45VZYCObMGtejln4/5jzmtPZ/M3HGVs9rzh7LTOX7MWyQqRULJtIFujrbqEt3l+bOyuNs6+znU0PLScz1EzLifM4fng+7tSf1724hz/i0nn79Sw84RkWX7aJ+LxBdMZl9PHZFHe1EeZ8rPyNnP7xuyMFeKUJCwoTp3qtoUHlKu4VYELB29yKvzvN8GALw79bh+P5NLWOjOuUqeMGsC7ZA3ZkUNsWbuTEc/bx9Ltehy44tCzsYvnfPoQdC7DjPsoJ0RMNkxuQePXuCWzBkPiSfvb/ZiluAI3LPGTxnur8V7ITyQnuHkXYGE30Vg6kSNkrG12NKfQi8UPvlRQ+8p+YbXeUaeNhEdOTwFg+0jChTYT2kCVXYLofwOrpwzgaPT1grC+SUUQ8G/EJ8j9EB08Sb/rJIY/xcEBrw4N/2M3dv9tBusnl0ncs5ZgVbc/9wcOKw0N+EJFXAt8gWkb80BjzlQnbY8DPgJOAfuBNxphdh3LOo4YJkHiKhvd9jWDnOnTPLlTbDOxFJ1G47Qd4a+8pGxeJWjuUdcdqy00l1YykWwjWPlBfDskv4m1dgz1nCVbbdNJvj8J+L+nNs3blTYRB5WdKdTUVk7Vta8LAYveW6cxfvI0G/SzZX/wb6b//Ki+79u30PbKb3JbNJPtuw+s5gNHQv38Knc/OASNjnSmqUMg5jKgmHJWLwlcqTmLAfk6tM0kdj1p2O3r/N6Hv+ijsqQWhFMrb/jESJz7IqV+/gD9+5E6mLNnDzNO2YeesEtmE6P4ZaG4bjiZno1GWKeXtBKU0g90tPPPoMg7snQpGUVy9j8I7t3HSf7yB5NJrK74Dw55b3sDe2wrE0kMc/083Y8e9SDWjJY/TMcrwgwsYfWomi9+9Gjtevtfxfk1hqhCi0J6FioVYRY0aUJEwrGUIulPkHp+BddIA8X9dg6sgzD1GuK4Rdfd0lDFgaayL9yIVYSoV0yRmjjDjdRvp/NUJLLhgHZYbnVsEGk/ZxdDqRaUmb9GqwZ47Uno9IY8Y0ySO72Xo1ytoeMXTWBNJGQIkDYyCPVRHKUKIQrSZXfA8DJPRA4T+00jgwK6dcGAdNM1HHft6cJsx226vrWUygu5PYjVU1DOJA+2vRGLNhGd9CH/40xgVRKG7rGAaTdTufBxFtL+W0F+P5ax4znH+ORGGmn+47FaeXL2ffCZAWcJvf7CRj//HS3nDe4577gMcLpgXv45JIiXg7wDnE7UvelxEbjLGVHYofzcwaIxZJCJvBr4KvOlQznvUMJUgSuEsPAEWnjD+XvxVV6CmLcB77CbCgR5MMRxn75lSVexYjklrQNmkL/4AIoLEU1Ety0SPy3ZQiVoac3JKnMuuPoNbr3icwpCHCQ0m0LgxDSX5/5gTjKV9AMOBrnYamvYQ9u4mPLAPa8pM2pYnyV17PU89uIgwnAVGiKfyzFm2gz1bFiGhqVUg1hrthXhS1nvruXMTMy87kcZlMw5637TfQu99cYp7l5Oec4DmY7or2OUWDN3P9HNO4aLb7kB7G6MbZYCnWqEzIokYSxNrKkR5urxDWHQRKakZGKFp2iCnv+levGycp246jWkd/RgjDPyXxl9xLOmLBrHsHhi1MHs2YtktHPfmR7FifpWUk3I1TWftJLejFadhgjirhni3IZ932PLTsxndMgWTt5h25nZULGB40xyCfovlP74RqzmPxAIswEoNYM4dIH7mXgrfX4o4upYQAliJgCnnbWf/1StJtY1UhU7dqRmaTtnJ6FOzQavIi5tYizb2zRgwgUIIUG6dZovjFzvZFwZ4CpKTU8HH4OX+iyD3PSg4uI9YUSmDBrofQ2+9Djnts5MX4QY2SAxMEVQS3Ckw+90UB99P6N1TDuHZYJomGqXxq0UHG//iDNO9N+3kyQf3k89GiwsdGor5kCv/72oueMMiGpuPTPjxMJEfTgG2GWN2AIjIb4BLgErDdAnw2dLf1wLfFhE5lNZGRw3TQSCiiJ10AcG+XQT7b6vcgjFQzMYY6G4j1ZQln0kwWFzOGQsjKRhn+elw64/rHRR3RXWzMW/d/RTu+AkNuRH+5u0u+TmvJX76q2mcm2b1R1ez84btSFhdlKmUwXVLoRJlY7JDMGUmw7dey8Z7F1eFhnIjSbq2zWLupfPJdAYMrulGeyEqFtVhuU6hRhBdeyH9j+w4qGHK7uhl7f/3U7Rn0MUVKDcgNX2I5e+/uzSxGowJ8fvejQm3IVZYnpBWDeD3pejfMJ0ZJ29HrDDqR+R4qCDAG0mgDDgtpViagJMucOZ77qDnyfk4bVnaz9gOjT6EJpowY7Do/LV0rNiNxMMa1iJEhxotJphWj1EN6P44B+4qhTDFYHfGmXlsJ7NXDGOOG4QGDxmTHCp9H6KAeIj7xp0Uf3os7mRzQ0Exa/4+wgNJzPTBqhCcO3MYZ9tUTD7qHWY6J6nB8oXsH6dH7UO60sQXDtQW6xoib6vySxUio6QVNJ2DJA/eiyz0VhPkfgAUsZ+1wLfKzpcOoi7I674bsVZrIDBtFXS0gN8PrS9HprwSb/RThN59dXcfpzpWvW+hrJkHHeeRwB3Xbhs3SpWwHcUf7+3kvMuevzL7i43D0PZiJrC34nUnMLGCenyfUhukYaANqMPCeX44apieB7w/3lbzniDEEh6dz87GL7oYhI5zyqtQlWig4W3/TPZXV2IqCnob3vQRVLosHeQ/8zj5m/9rPFwoOk9yz43EZhisRW/hpI+eSOfvtxPW6Y7QMacn+iMMsKZFmmadd/VizES6uiIMbNqWN3Pcv57N4NouBp7aR7w9hc5m2XHVfVUardHDLXjDBYwxFLv6yW7ei9OaJr1yAWJFs/rmz1xPMFpgbIbWnkN2Xwv77lvKnPM3gAkxqWmYoT1MJCkYMWRaDLGWLKLCqoW3sjWxlmzUglxMeb6K+VjxkBnnb4B0UJIgqtRzAssNSbWPMDpYvw5GbGHn2mW0bNjJlOWdqIqOptpT7Lm9LPq64PhtzDy2E6tUWKtn5iEejnvLE2FNLeAPt6CHXNSUQtU1maKCx9tpbB6luLsVvaQb5QZlj87YpF93PpmbH0WP5CEU/Ftm47x2z9hXCID/dDvetlZEDMP3LiA+bxBjmbKHZEAypSJtI1EvqSCSt8KPQcfrkePqy25Vws//kjE6ouqz6xd9j3YSLIlhbTRIOBbcNohlo2IPQH+JPJR/hiAxjC7cVPoS6p/TmEpxYAuRVpRzxnOO9c+NRMqprEUuQyCe+KubUttF5ImK198vdREfQ31XthrPZ58XhL+6u/jnhNGazH1/mHS7CDRPGWKwpxUE8ru6yHUOkZzVDICzYAVNn/gxwe4tYDT2vGWIXS1EWbj319UECQC/SPHRm4md/UYaZqd56bfO4aEPPRCpQxcLKCvk1POewLY1ODHi5/wNEo9o1EW/aaKwRXQtBnwvjojQesIMWk+IPCFvKEfvNb+jffo+RDR7NsynkE1ACJ3Xr6X79+tIxYew3Cj/YacTHHvlFaAsCvsGa86jA5veJxYw54KtMO/Tpf7VFatqD5x9DpIVOpp68Rfl6y+6UaV+T6WXdgjxktc41vV2kiiSk/QZenwq6RlDVXkkxEUaT2f+G8/iqW8JZ3z6alIdEWnBckJ0d5Lspg6UFYAyzFy8d9woAdDvRu3M644XEI20ZMj8cCnp92+CZCmxb2uK98/A39CKskNUoBi6ZzGJY3pxp42gizb5rR34ZpCGiz5K8brPRvnAriT+T45FLRgFR6P3phjZOoWxPFTQl8LbncZdNFI1NZhGgykaxBfIO0ADHPcxZNalz6tHUnSQijChbca7D1ftIppw/gFMEqwtSSSv0K0BetEQ8b5gfC2izS6C7JeqjGdN2aAhkroau5VqKrGmX4w3O/xLwmV/t5TbrtlGYUIZhFLCqS+fdYRGFUG/8FBenzFm1UG2dwKVcd9ZwESJlrF9OkXEBpqIGsL+yThqmA6CoZ9/j8KaR4kla6MMEP2YAs8Z31boGuHx9/2Gl938PmSsBsh2cBZOHiM3Q72TbAgxxRxiNzH3ovnMOnc2vU/2IkGexuxqgu2NSGo28TMvxllcfq6mXriK3vWPoWvYfRatp9f2lDFrr2fxqZsh9OjZOa1Ub1PygAoBXsGgsy6NzVFvIq/osf0Lv2DhZ99Rc6xx2M3Iyt8j8VmYcCBi7AGE4G53S7Uq0TnsRBHj27X3V6R6zRULyvuMeSyTrMn8vMPw3mMo/GExx77mDyhHIRIgqTNQM7/G8n9Ms/g9J7D1X1yc8HHibTkK+9N0zO/ihPOfJDOQZrQ/jWVPKBXY0og5daBi9qy5m6Q/uBYTGPLXLMQMx5GUT7irET3soiyN5QQR36PokNswk9yGKFRlDITeVga+/z0a56YRb4jQs8FX6GcaocVD4kGJdmOiVvVicOZPEAgu/a2TGmtfiWZoK2T6hc/fKAGWewE62AgUCGd5WDvi5R5hAMpGT9FgeegZoGdUECA0mCGQ0rwdttT3MCtuW2S0VPk7N3SRH34Fyj6JWPJfUPbz64b758AJp0/nvZ88ie996QlsW5XyzMK3b3w1jnsEDenhUX54HDhGROYD+4i6j18+YZ+bgHcAjwBvAO45lPwSHDVMk6K4axuFJx4BNH7BiYo/JyAMFFNmdTNv6U68okv37mlkRxwGn95L60lzag9aB6pjLuHujbUb7FiVgoQVt5l+5li+ZyHRc1CLmX9zOjt+vZls52ik0g0oB2ZctJSGudXq43q4F//R6xAd9dzo3jGjlraMEAR21CpcGdCGwt5e0CHxmS3kdh2oMhAqZtPx2pci8WjlKFYrVsN7CLP/jRoqgqYqLCRJHzMyQdXBcpGpp6D3Phy1nJDqzQQqajUfCLjjw4yuSYMJFfNmbqOpZRTZ+zLUy96NJOcgdlkV1Ek5zHnHuXR+bSeZHg/LDvAzceyYT6p5lFTLKNpzq65NihZcOwvztl2g6isXiOsjrpD4221kv7mScHs7ygloWNCDnSpS6GouqTwAYojPGiQ2YxCjFZltU8nvtfGHfNyURMy9tI+6aD80RN5X22v2MfjrJXibW6Oi2np1axIpKGAlMUkXprZgnrkAEstQ0z6EJMtKDcbvRQ9dA94uSKxCGs6BgdtQhWeQVBNGIJxXQEZt1AEbVAwxCpoX4B+/h0kXxpUU+wpRi/H1ROX2MZp4xfcYIUAHj5EfuZxE8y0oVb8lzZHAO//vibS3JXnglt10zE5xxadX0TIlcUTHZA4DXbyUM/oAcDtRrODHxpiNIvJ54AljzE3Aj4Cfi8g2ogeiVpvtBeKoYZoEo7dcV6KFCyaw8IsG2y277kYLgefQ1DaKCDixgPnLdrJ/p8/osz3P2zDFX/E2sj//NPgVK04nRvwVb0FKMS5jDN7+HjAGd+a0g658Ldfmpde8kx0/f4r9f3gGK+Ew703HM2uCbAxAuGttlLwe0wz0J1/tmQotQVEKXfRZ+rnXsfYDP8P4IWHBQ8UdGhZ2MPvNp1d91m78R5S7FNP1ZcRUT2RiG0j4BEPJkjacIPMvQK36GPnv/i3xli6MGCRQGFUK5YUSMcQsMHkLYhGpwgDkHKx9SZo7uqMV5IFN6Id+iX3Rf9RcU8OJy2h//YX0/fYPtM7uRgl4Qw2omIcogzE2ypHx+wMgI42oYD74OzDKVE26VXA07tn7CG6cw5QztoKK2njEO4YZenwBaKHp1B04zbnoHgBOWxa3PUNmyxxi6WxUU3bxPkgGZVFXN6T17ZvI/Hgxud2tpVm9jpEMBNPcCondkV4dwOgBdOZR1KKfI8njMfm1hNveDqOl9rfp2zHyGaQYQ0wRdyBOmHbRU16COWUGErwClQFS05HWJdj5q/ALVwEVCVAjqCJIWFF/Vag1TpSeJjPmKR10Pi3iF35GLPnxg+30Z8PIYJF3nX4DQ7vziA8bLOGeX+/gBw9fwpxjm4/o2A5HHZMx5lbg1gnvfbri7wLwNy/mOY8apkng79w2Hgs3WhEWHbRvReKaU2aQ6SyQjFUzopRlmDZ3P1t/cD8dL19MvOO5hSjtOUtIvfWzFO78KWHvblS6jdg5b8ZdEbU8L2zfzb6v/4hwJOr8aqVTzPzwe4gvnDv5MZMux77vNI5938GbtcmEGGXrjH56dkzHTEjeiDKoCg9BJVxiM9vw9uxjxRcvItOZxx8qkF42k+aT5tUYThHBSlyI6cjB4L9BOEHjxzLsfHAZKhSmv8Qn/ZZ/jc4z7xxy6+/EThWQuI87fQSjNKIkMkh2ifo+HMMMxzBZG7SFavDGI4Hi5jHdazC5PiRZ20eh/dLzaVw2ldyv/y3KoxhBj8kHicKauxLRI5ihbtTUBVhnCmbwtxixAINR4LeEmHGbLmMfRbUUaTlhd1WuzE4ENJ2wn0JPGrs5P26UICJ9NCzsJbt9CvaCA4RhLGqRMSGXJpYhffYemtcN4+1oJrZooJoerkENKkhunXC1BkwBvfeLWIt/S7juA0j3mLtiwwEwUwJMKo/4CtEF7OEArHbUgi9Gh6hwut34u9DBHwmDp6OTYiMqhdufAOkBExkslXcI037F3akwSgj1ck7V8NHBhoPt8GfFV694gMy2AjFUtHANDQzBJ197B7985o1HdGxHlR/+h8OU6o8iFmvEcDKhQgfgnnQB7v5f1M07KaVR5Nnzy8c45sPnMfjHnfTcvh6UYtorV9B80tyaidueu4yG93y15lhhLs/eL34LnS+vSIOix57Pf4OF3/0SVvLQQgfWwlVVhmnWkr0M7G8n8Gx0aCG2glCTbvWiecO2UJZi9ntfyZ6Pf55gaBhRChOGtF/+eppXzT/4CaddCNu+hQnzNRPUrEufxqzvQKWXjO8eP/stZLf+MWpJMuoTDKVxpo5izRoFK4wo1Xl3wkkMxleIq8vMKYuoUaTtgJ2q0YmTsAiWVZvgNxqjFam3/TsAYf5egt4PgASlCJpAaHAGLby2kCrrEFqEO9tw0n01z4nTmMFuG0bVaaNhjJCc1487fYSw0VDXiVUgqRBRBnd3AjpcSJc9btVvo3IWpmES5Y/cOsKn/xXpztSq2B+IYxLZijcCGLqr7mFEXOINP0KH6wmD9Sg1Hcs5C9I+pvs30H872nXwW9dV5I4q/i+FaCVjMIkSqaTuvCqIOrKkgjFobXjsd3uJYY2HpMf+H9qeZ6A7R+u05JEZ3GEosD1SOGqYJoFKxNGj0SqvKo0nQjAwgl90cNw6VCUgKCiG13Xy7Fdupeeujeh8dJwD92xm+muP55gPX/i8xjD66NPjBrISpuhx4OqbmfZ3h7Y6EydG4k2fI3/N50EHOK5w/CvXMxC7lOF9MRIzm5l12UoK2/cw8tQ2Yh3NtF10Ct1Xfh3/QD+RCkaEvl9dT2zuLBLHLJj8fHYSs/JTsP4fMYVSQjweotJF4lrw+ptxTiv38lGN7aTe9194T9xCuHs9qmUG5kSfYvpnqM0WVsGpM49JzY9TnCI8dQXGz0Q1X/MuRxb/H0Bg4CGs8HZiszrx96fRlYbOiWEfe9L4y7D/uyDVuUZBIAAJkhi7xK4MQTxDq3hEs22d5ySUUsuMmuGTWtyNMVB4sgP1qt4qSSoAAkG6I69ORKE6l6ESW6LuvX5EFTeYyT2RANh3e50NJWRtiFe2OZ+8pbmIYNkrseyV5TctB5n5Lpj5LoKRz0Ph6frjKBkm0yAgMWIN38Ev/AwdPAJU3mdD6N2GDt55xEkQuzYNYhtVnz4PPPPHPk6/+PmF8Q8HjnpMgIi0AlcD84BdwBuNMTUcYhEJgfWll3uMMRcfynkPN0wYoEymXuQejMba8lsa2jVh3qmaWMJAGO5rwhiF3RSn586N6EL5B6YLPl03rWHGJS8htWDKc46juGsvxqslXRgDI/c/Rsc73lDVwuFPgTVrKal//Dnhng0QFLHmrKA5Vr3ia1g4lfYLIuZfYfsuguHRmiIO4/sM3Xn/QQ0TgAn3YlpMmalXgiiDc9xsnCXVdSsq1UT87HKL9Hz2vRAUMa1OVMMUTPwhmurCWgFpKIIXhUIJfdj1yyh/6G2GoSeQMEdsjiI2q5/8lg78niawXVRTO7ETzy0fubC3TLaoHHsoxEYuwDO3YdwQe0DhZjTM6CIYSFDc1oabyuM2RyHM4kAab1+a9Cm7mUgtFDtEbEOxs5lgVwvWOh9r+WBZ4igAshayt+QtG432WlHxBBIEgF+SnRLMQAxai9XGzwAZGwlDTD21BUN1yZnEoP2y2v2eJ3S4lbqGeexc48SWIsXsx0k03UV++FwwE9uz5yhkPkGi6VrkYC3fDzNEIpPkGME10eADDEXRINDQVOcB+TPhcJAfjhQO1WP6BHC3MeYrIvKJ0ut/qrNf3hhzQp33/yKhh/pRjkYsPc5sG4OT8LDEw4qB0RAWXIyJ6neMVqTSBeYv3U7QPofhYh2jEmr6H91eY5j0QBfFh64l7HwG1TYD5p7ByH0P1S2IB4OEBUYfuJ/UqlVYDelDul6xbOz5z+/rCTPZKMdTMyRDOHwQiZyxczkdGHFqDBMSx5p3bv0PVUCpBYQ8gpnqY5oDGHDKNGYhullWqc7JMhADURO+h7AAO3+BSYRIKQ8iosGCxNIeVKoVmftKYme8EXHj5SFmp2BUXxTGE6K8kkSJe2uXQ3JfEzRnoL04/suy2nMkmgv037gcN1EkfWwXhR2toBW5jdNILuseo9hEDDvLgkAT9CdBK8IHOjD7k1gn9KNSPrI3jtqerKBuGxjczPCz84hN6yM224VcPyarIpJI3B/vfSQGyKvo/ti6dAETll8CxMLS92sh8TkQb0UP34ykz0dUnBcE9QL6o5sBitnPYiqMUuWjb/Qm8sMXEE//HGUdXLnicGHesmbSMRcrb8a9JgU4xsJPwrIzD10Y91Bw1DBFuAQ4p/T3T4H7qG+Y/qogqQbEaJy4j9FRbgkhYo1VkADcREAhVBSHopqXqJ7B4MZ9nN57sWLzCAsTwkq2hZWoDo2EB/aQ/dHHokJbo9EH9mI2P4YTayMsJquMk6iQRKoAAiPXX8Pwb39N8xveSPrc89CZYXR2GKttek0h74uF+KL5mKA2vCiuQ+qklVXv6XyW7G3XUlzzCIgivuplJM97Nag46Amy3WIjLc/tSDuxt+J714AEBOcMojansHYlwDjIzNdSDG4hFgRgG4J5HrEdpQl6IrQfdXGduMnS2Ms2IWYDevO3IH0iasaHkeRxqOR8jLe5PGRA2wbZkwbLw2gf2qs9FFGArWk4YR8j9y/EThbHL9vva2R4dQN2YwG7NUNsVqakrahIHXOAYsqjsGMKelsjelsjyVn9FcM14+MVyyBekcK2Vgq7Y6RPngX2VsyMAcxUHc2cQTQWQVD9ChpCpPFV0H0PhH4U+hMNTV7knRlAQrS3FdP7NXTSgaF/xen4CSr+/NeYog6iuF0nSav9m6teTywZM7qLYubDJJp+87zH8GJioDNHLFSEFQZdSiT4175nMZZ95Lw5+JMKbP8icaiGqcMY0wVgjOkSkcmWC/GS7EUAfMUY87tDPO9hhYqncFecjrf+ESTwwRqbiA1qgrimKhmjGpkvgcbmEQa7m6o3aE1iRhP9Dz1LetlM3JYUxbt+Al6BytSwCDRNG6Q4GscYVYqcGRKpstSNKUar/eHrrkZvfYCw89loxS1C8sK3ET/1+eWyXgisVJLWv3ktA9fegvEir0dcB2dKO00vK4fhTBgw+M3PEPb1jPe5yj1wK972TTS/71eY3R8q93JypqPmfg2xn5tqq9RsEqnvU8j/M8buQa/wkBNPwTGfpvNLX6T1o90U3QqZoV4Ha7gOg2CctldnE0Fpch6FkQfQmceRuV8CfU+tHfOAPheCNWALta5kZBCcjgwmVBT7G7Ard9KKMOeSWjFS3UvLMsRmDOMfSBOOVnhtbjDuxYtlIlq7hnG1dr9IodvDfUU/qAqvNBJuh3SIzgtW4CKrvoAZeAv03IfknsLox8Dxx24CYAhjhuIcMCoEAwX9RuL+vxNznl80XtmzCcWt4yHX3388a1nJjqHytobocBNG9yEvxBt7kbD98QHcuCLvVXuagtC3IzvJp/5MODwFtkcEz2mYROQuoF5l27+8gPPMMcbsF5EFwD0ist4Ys32S810BXAEwZ86RSyI2vO4KMsbgbXg06jvhe4gVjDeCgyjNks8k6jfnC3ymvHQ2wzfnIm05IVILb4qx6VPXIUrQXsDst5xBa/8m6s1oyo6ESMMg2jxRiWAMbmKEcM9QKbYYTSy5P/wU1ToV95gTX4zbUYXWV51HfN4chu68j3AkQ8PJJ9B0zpmoeFlVubjhScLB/urmi4FP2LWXoDOPu/hGjN8DJgRn+gtTJbBPJtlwB8YMIBJDpIGh2+/BahnCBIJUhPm9+QHxdWqCakGMIJnHNqY8oVdAJoq/6jy65/9hKNafTztGoFNHhb+TXEY4Et0bFQ8ide+K8Tit2boGDWVwOvKRYbId/GyaWHIUpSrq6QzowCq1ngcw2CdvwSivjpoGkexPa4jJrmLkvz5N0LkNEBrOH8BpqZbGMhgKc5gwSxgK4T9jW8uw1MH7dQFY7kX4fJUKWfwXhqpYXvk/YwoHZ5gfJrTMSNSV/FK2MGXeJMK7fyZE9+V/iWEyxpw32TYR6RGR6SVvaTpQV1/HGLO/9P8OEbkPOBGoa5hKAoLfB1i1atWLr5X7PCFOjPSb/wFdeDcmM0I4sI/8tVeWCmFN1ObCCFYsgGKkCF31+ViMlnNO44z3rWTwiZ2AsPtH95Lb1RcJa5bQ+ZtHabkggTCxtTulJ02wSv2JlGWi9gCVxAMpydxMvFN+kcL9NxwWwwSQXHYsyWWTM6T8PdtKXmA1TOjj79mBM38J4nT8yXQSsKUAACAASURBVOcXEUTKYaLink78/U6NUdGNhvzykPieaahMAeId+C2j6PYh6Bfs/sq4G+hEtYr7eHK+2BXlgWxqtfISITIjg9mfhiEX0+xVhfO0r8g+PQuxNMmFvYR9KfwD6Ujpeyy3JOUC5vI1WjjHnoxpXYQ0tiAd1yAbuyFbUqQQAwryna2MPX+S8pE6HYnHjBIhoAwjdw8R9peLnf09HnZj1HJjDGED9Q2tKZLNvh477MCOvQUn/tbJNe3ym7FHLIJ0xaLKgJ2zCJosKtl341c/2dw6dotEIerIqI4vOrWN1llJep8dRULQGELAdhXn/58jL5tUz2j+NeJQQ3ljGklfKf1/48QdRKQFyBljiiLSDpwJXHmI5/2zQcVTEE9htU9HvfNLFB+8Ft3XiZ8xOIVOGttHyPWlCYoVpe22g9U+lfjxJyKWzZSzl5Db00dh31CVUYKIqdffP4/25kyVmKvRkB8ZY8eZUs8niT5f8cMVNRaPmmiZDHpwP/7au1AdC7CmHZwt92LDbp8Gbgy86lV4GAjrv/oIw//0DFNetpDln7oAt+XQ6z5i8+aQebSJ4pYWYksGyiw2AyZtoU7/b5SajdFD6N4zQSCcagibQ6yMYBTolMapXFpJ+d9YxYoJxnI75X3EF1AGWvPoDi9qwVGah42vGHlwEV5PmtT8XuJTMpj2DMHUUbyeNAg400bqSxwpB+u4dyFrNlF89DpM3sNubyKxoC+qP7I1pDwcbVF8NjLyYgeTT+yl+8GgSzhYcT47xB9IEAsFZck4Pd0okKJgDSuwIGgLK2qNchi9Bz//n+hwHfGGWmUNAJN9AOUXcAbAlGYbCUDERXE5vnoIrbcdZMATIIAkXpCH/WIi8DTtDS45rQhLIn9iwduuOoUZi5+7oP7w4n8OK+9QM3VfAc4Xka1EHQ6/AiAiq0Tkh6V9lgJPiMha4F6iHNOmukf7C4c94xhSb/okDe//JnGnH8uJijiT7aPEmnJR6C3hkDr1VJIrlpC95yaCvm4AwqyH1NBzDaI0/dtS6Omnge1CLAm2g0xfRn6kDStloVxBWSFOrM5K2E7UCZMYrLiPFRygcPtV5H72MXK/+hQm8NBDPYR9nRyixuJzInbi6Yhdve7RGkJPGO5rxISaAw9u59F3/QqjD30sjS89FRV3Gf7vFeQfno7xBHwQH5T2KWY+gw53Y3QfVbE+F8Jmgy51UNXJCSv3ibnDUt1S5M0CmShMKApoLoJrMAmDThl00qAbFbFTLmDK+19P08mRtRIxOG1ZUsd1kzquG6cljyRngopFxBAVA+XCgr8ne8dtFO67BjOah8Ai6G4k8/gcTNxHEj4KiE3NkT5uH40r95JoH4VRp3blXKKBmxC8nhT2ogFwApzT95N67wYSl+4gnKYJko1oojCe1eWQeiRBfHOM+IYYDQ8kUUORBLjosamjQOjdhQ531/9irBYgqjdTQfRPAMTCsleQbL4FsZZNer/rQakjE+IvjPpcueI2ep8YJG4gheAASoQnf7nniIypCiYiP7yQf3+pOCSPyRjTD7yizvtPAO8p/f0w8JfVgvIQYYYPVOVORCCeLhBrKOB7TXjrHwTfB6XI3XUDDa99C6lTJkZEDbYTGZpweJhnr3Vxm1ax5F8uwp0zB9XQQuqtWXJr1jP4m19AsTZnILEYre+6Asl3k7/9F+MelxULoryXDqN/QLB7I6Nff1cUXit12E287qPYc5dzOKDiSVo++DlGfvkdgv27wRjyuQQ7188n1TFM08x+8kMphrsU/Y/tonVpkrB7O6q5A2vawRutGZMl1M+iZAqqpAigEglmfe4THPjZ1YxeZxGbN4o9LRc1J0Sjg0fJj7yJROMttQ7m2GsjhA0u4KFyZvI50gA5QYpWuQ+RIWoPMfahcU/LJ7ZwG860f8CYS2DLZ6D7FjAVnqSKw+JPEvQrvEe+AdlBQj+N629Bd24Gv+yNq7hPckk3knegYKIGfqFEuStAGvPonTHCZQFGmagZoSHSzhuyYaqPtWIISw8Te4WOngV7zMqCWFlkxEXlVNn4VuTDkk/Hybw0h1SlO210sBFRcyAYAiuFqMj4q6bLCPu/B2Zi6YRCGqKpI9Hw7+RGLy/dkzzRtGSAROl15ckSuIn3T/bNHFb85p2PMbAtg6KcmnQNFAPDM3f3UswGxFJHTrPgf1WO6ShqIYl0qZd6NXSgCLI6WpbCuGHI/O6/UcPrWfSRC9l65R/QfoglQYm+S7TSyXsUij67fr6OJf8WdcG1UikaTlvF0M++V3claYKQ5AkvifZtm07+3t+iB3pRuqd6PwP4AfjlOiPjF8n96vM0fOAqVLr1xbgtNbASRZqXPoWel0N7IS2qSPsZz5JozUQ/IANeLkHhyU6yD+yIZNBNiGqbTfLyL0T3uQRt+vD9m/HDu9F6DdGjG2BZx5Nwv47vX40fv5r0ews0y3KMF1A9oWkwRQLvVuzUhwkyX2OsEV5UC5DEbf4RUECmzcLs+RKM3FP/wowgubIkzfgZEpN4fjoq7hURzOJ/BSsB+68lYrQkYNFHCfPTGf3VZyEwJFdkSUztxphtuCtBF2wyT85B7ICG5V2gSixQLZGYbcU4RIHyhPC+qTClCIkQBt3okTyjL5IzUiWLI1CpTi5FwdlhRQrwJcNqxEBoGG9+ZcDptaMi6TEEOdj/JGbgyqhjLQoz5WJk/qcQZyZqxn+iuz7K+ApAYlizvoeoqEhYWQtINd1N4N2GDjux7BVYztlASDH3BQLvpuiz4uLGP4btnFP/Ph9G5AY9tt68j3RFjMkzUAQcAz4GHRz5BM9Rw/S/GBJPYS0+nfCZR6qUpwM/Vk1MqIC37iFaTnU54bvvZN/1TzB49xO1otDaMPTkNnQQouwoiTG6fgfaKJTUPvR2e0SXNVqTX7OO3JZuxFZYTbX09brQId6au4if9eILTxqjMQ9/AAp9KDGoGGCHpNLDVWOz3FFcZzWFZ6cwlgjXvbvI3/yfJN8YCRgH4WPkCu8rbR+Lo0X049B/gqz3KhCPaJqAMHwUoZ7Hk8eEW3AbvoyyZuBnr8LoXiznZOyGD6LsedHYc09gTD9GatcDBtBuqaP42FC0EHQ2wrT+2nNKAtXw6vJL5cCxn8Qs+ggEI+C0IGKR/8mXwPeIzRnAnToaUcFLXoxKejScvDMiv/gVgnKTTEKiwG6NE3YnICzRtFcMPmfg3uq2a9uSCFEdblCWaRAtZVq3BskpzOrfY+YPl9vFH7gJE44ix34dlT4PST2GyT+NiAOJE2rIEiIpnNjrqYZFPPUFTPKTGDOMyBSiPnR/fqz71W6cCcXuYwHhvIEZy5tIHEHVh/9pOGqY/kTEX/0PFHRIuPWPYEW30WpbSrh1ax3jZED7hJvuIPWyv2fxJ17L4w+tJcwVaw9c8Vm/f5jdX/oJtkqQasxWF246Lk2vi5Tmsw/cSe7RByDwMQHopIVyKthlBuq6XKEfhSUr3+rvIXfXdfg7N6Oa2ki+/FLcxX+CaMfABvBHx04ewdK14UgFViofqRGMqWzogHDHU5hiDtwY+cKHKHs3Y9dSOq4yGD0ywXuZLGcVRysXbXqx4udhxWsJp+HQ1ZieL4KOipjHVqDjEbrG12EXpoNeA/EGwr4DqMIzOM15gr1xzOwCiIm+K+Mi1gzEqo1ki3LBLdfhhAf2gRhiiw+UPJqKfQVULIzo6FUb6l+nMaAWXQCFm9AFjWDQbohkBKvfQoKIiBC2h+im8jFUbnINuHFoQdsSOaMC0m/jPN0QfSrjQlPpmTZFGLgH4/cjThuiYpA4Afy9oEfBev7tIUSSiBwhYdQSnv7h9po7IxIZp7wN7/jvU47EsGpw1GP6Xw5x4iRe90lMbgSTHUJaphF07cX7zueqeytFe2MnfMCFwig0xGg5axn9d6/FVLr/Smg5sQPd9SwydS4Ddz+O0RqvGBVYJhryKEujtUXq3AvHw3i5e2+rOKchKDrE415JzFTAiYFXR6/MiWPPL6s1hP3dDH3jk1HhrtHogV5GfraD1MXvIHFqTSqRsL+Lwj2/INy1AUk24p5xKe4JL48YU0GWOsyBye+nmAnmRDCBR6B+h2GibtrYwSIafa2XQsmolLdFxy7gWdfj+VfjqNeRsL5QpbtmdAHT82UwkVHCITpISOS1FhuR7j9EO6fmQPPpWEPfQ1LRvbV9MHtdAmVjbIOKaVTQD/vehG46BRZ8Grpuh0IP0nYyTD1nXOncmjYXtXIt4oTVShWGkhdTZ70zRhYw1ZXCIga8PYhrofwAENSAhZW3xtXEJQDpsQgII+KHgHEMUqM9ODaM0j624D7YCLHovsi4sTS1ChvKhWI3OG2Efd/D9H8nWokYH0lfiJr2b5HB+ivA6P48gsFWGlUixwZaYUR4/60vY9bxLc99kMOOv2xCwwvBUcN0iJBkI5KMaKLO7IWkXn4x2Tuvi3JQJVG1eOtotAoOPbwb3o+15FXMec+ljK7fjT+YQec97AbFrMXbSTRuIvvL1RG5wj0O40eTnpeP4+UjAyWuQ7q5rBWm81ENlChNatoglhMyNhVrbeGcdTl677ME258uU9JtB9U6DXtJuWdT7s5rMcV89QzoF8n9/hfETzq7imWnhw6Q+f5HIjKF0ZjsMIVbv48Z7Cb+8rdA60owE4xhIBi7Nsyoiw5mQit4aWzHc67B875FFDOb5AcndYpkBbRlItp2KXFvlEHH/VLID/zgWhSLiNt/F203ARQ3lybO8nHG/qkhwIyWz5HfBrn/LMW5SpO9AL5gZRyMrbDaRoGSGkDfY7D3tSAWaA/TeROk5sHpP0asBPFXXIwnPyE8ANJP2TseX7dIFFYTU/aABXAD8KzymJWBhA+ZR4FywadlBzUtLsQIdo+Fb4WYmCFMaSSnqr4fYyLKu2n2Im1Cz4K+OFKc6L0ByQkEB+1DfC565ObIKJn8+DjN6B1oiWNN/zJ/DZi6NE3vY5HXLqXqAFtpTCrGopf/6fV4LyaMmTST8FeHo4bpRUbqgjfgzp9P7rdfjFpJJIrjcXexfCR7AL3m18j+Naz88X8w9PAWctu7aRj5PSqTjwxSKW8V0xtITZlG9kCtcGZq2fzxv91jllJY+ySJ1lEsJ6gK+SkCpHcj8Us+hr/hAfwnb4PAw17+MmKnXYJYZU09f8fmuk+20Ro9eABrStkYFldfN67tp1JFxA0JR0OKD9/I/8/eecfZVZV7//usvfdp02eSmfRCEpJQQkkEDL0jKgiCCKKoeLFcwP7qVSxY8V65FiyoYEEvFpAmTQRUmtQAISEFUkgvUzLttL33et4/9plT5pwJCSIizm8+85k5u6y19jrnrGc97ffEF56GJOrQfT8Bz1xe8HNY0FQkGBw3KhZoYqi45LdOKMQy5MG44LjE3/xeMsEFDPmNqqHDXpVINaPJjjQAFS35Q8rXUuOTz38nKmq34QoIutBYKyRr9JeXYqxAVf+uVjCci4BpyEKqMqGUjC2sHIU6XwxC7jl0zf/hzHwfTkcz0h3DH5vD2exA3JbrQIU/GuU7qSkJLKOQyleUJo8CIzKoxksmUmeEFUvBYCOXXYOP3ZTADDGMiKJpj3BSFmkuCJ1YAE156EsVeP0AJw51aSRRrv0nYfy7ELeesPPKSChV9JtD+25BOz5XDIJ4tSLXncHdtoWJ7dEmI5N12dEfRzE0tXsY55/Lj1eO0XpMoxgR3qz5NFzwv/h/+zl2w9PgD2KcoOQYDvPo9hVI5zLajtyXlgMn0P/dKyvpewCxPk0T+kj3NhTLX0g8RtMhe5OYUmKJajz17WQXLyJWxqMHgAkxMUXX/xX/Z3/DzDqGuvf+N+JWO2k1CJDGFtjRWf1ANkTqKhnMg3XLECdHcv5GTF0+0kyMkt/YTrh9Pe7k2Zjpp6PNc9E110GuB5lwDIw/ErbdDT2LIDUVmXQaycMS5J+6k/CFJZi2icQWvJmwYRnkpMydVLawqkS0Pls9JAbakUO0zCEP0YI9tJ5Tuz6Rah+8cBlDlVYl343GbJRYWv79HiHYSqHKHxT1PXz+SsNXowTTfGxTFCWIfotYdjomfgQYD7vJZccDU2g+/HkkNoyCakjoiC3krmnxeFWfdTOQ2R9GH/o8+DYysw2nWoIoYbZMqOncHNpwGWztQmUbNnYtImWmaQFmZSF/NLI9mlCZ+SYYMxHWXw59i8BrgQnvQ9rPiO4JO4vzVTI/Fo7Y/kiIvUoR5gLuPOUGTLrk400lA2KxkG1dKfpeGECtIi+VcullxqiPaRQ7hRkznfibLyV48HvYZ66vvsCG6PYVMH5fNNNfCPOqLpMRb08x7oAT6PnrkxjPpe0Nr6fl6PkV17jt40iedDYs/1bpoFik3GwW5rHP3UsQ5vFOuKR4WbBhNQM3/Jhg05pCrLEUQuELN7oesb0WYFL1xXs0DJD6VmITHsTUF9i0C0I3NnEbokuB2dEwWuYiLZ+vfKhJp0e/5c/5+jPg9WcUX/tdX4d4dthCBiCY9By8Pzah+TR2fgvB+PuiC8pNcC8GBbfXRCUwyoNKBgVSWmQpAMBTJCtVMRUaGDTt4pQv+CYBjRMg/3xx0KpEJjCj+HNzaL2W9RmQ7/0Y8dZrcXk/mZvuBN8wuHgS9Qeug/LoQiESuEiJQcREL4c0xkhYJmD2pzGthyCn3IRu+DPa8xAM3ouU5ROpKLZpOP+ij8pjuPt9CbU5dPX1EA4jJzUGZ+7HkXnDSk/MubLmVEvyQOzg3WURJEN/A5T4Lr1d/wxoaFl3+2rSW9IVGxURcB2lLumTM3WvHqHEKLv4KHYCDQNsTyeSqo8WKTcOwTATkeMhDZHWY9omQK3iZ8bBmzWfxpOOpv30o3faZ/PJJzG47kbM4NooP8qtjoAjzGNX349me5FEE2HPdnb86IslTjsNI8JaY6Ix25DY3ANpeNsHik1kHryN7N2/QUOfvJ1CfHIPiTlbi8MXR6H7ephyOrWg6S3ohjvBH0TGHQqt+1XRy6i/AXrvRsZo5D6SsrhtdUm2fQnnnVGul2qO/vShQF9lpMPwIL0hX5SWBIy73amOz1CBAYdgTFBgKAA8kIxGpSMKX3wNhGBHEn9tC3V7bgWVqHbTzAuRsa9Hn34H2Bxhl4NubQBVNBWidZkaYds5/MGr0FVvIorzCvA76+l/dBr1B6yDofdy6BeNOBOLj6dQ4FPEAfb9LtIa+Q4l2QZTjwFvI2zrQHPbIciCxLCNmWKtpspJiPx9YuK4k39FsPEDEHQV1DUPZ8L/It74wvyHhOF9hOFSjJmI656ESKUGJG3/Cem7K+daAAzady20/uMTZq3djrWrMGZSMSl7JPQ8tZGlX7+b/ue2gzEkPIdsGGf4h8XzlD3PfWWpvnaKUR/TKEZC9vG/MviHX6BhAGGIN3seCTyk3FciBmIpZEph8XA84vP2Ivf4Y2X2DkViceKHnYGqYjcvg8FuzPi5SH11jRsRIXXOl8hdezHkM1HYVS0YDx3sRhJNZB+6E6yP1zyIV5/BBg75nnqsraPhnIvxpu6JKTPh5Z5+gMxd15Zx+hly61uwoZDaZ0tJEAY7anZtN9wNT3wesGADdNW1MP4oWPCVCuFks48juHjdefzWyPw1BC+3F07dfmXPHafO/yIZ/5PY5BBB3dDJqCuxYPoM4RgtahgA2ZkW85zByVVJJ/LjLeoUKkcI2AmW2FaD2+mgXQmyq9tIr+wg0ZQm/3w7ZuwEvDOvQpxClNn8WwmXfAfd+lBBuxFI+JFJrcrfo+j2uwhXBhVmw2BHit77Z1G390a89oGSKa/MtKmAJkNIFm6UOFJfWiw1tw198nQIBkDz0V0u2MY01EoIVoNpPLU0FfE9caffA/nnUM0h8bnFXCLVAdLpc7F2HZAGUsB/U1d3LcZML2s0AyYFOpyoOMAO3oNpei+69Eew9mYIc9BxCLLfx5C6CdXj202oWnKZLxL4N0U0VeITrm0g+9cTaT33InI9ebbdsYgwnWfMkXvjjRvDYx+6njBT0CxDSzxuMUZJp0sCd0g7OfzS/Wp3/E/CqClvFFXIP7+EgRuvqggX91c+A9MWkGxbDz0F00z7HNxjL0EK+U/avRyv/27MREu+J4UGDk4qh9fWD/k+ctd9DB0ohGqFPs5+p+AdeUGVpmGaxpE4/+cEz96DfeY66NtItf3JIo3RbjfYvIb6qRtxYpH/SxXirYOkt44DtEIoAWTuva6CaBYAa/A3tNDfk6LugA04jQqtR1XNjQZpWPQFsGX3h1nY/FfYcj+MP6J4WEwLIJgQYttB3cjfb3wHp/F1pTZDn3D9EgjaqFvfiDWFxTsPYaNi67VAQgoDr/OrNRUj5NqV1Pph2oerUbCdAVsWd5KfYMmNt2Q/PT9iBheLW+eDSeIe/v9KQgmQeDu6Nawk7e3zagchhCA7DJ5dQlYrKxtr4DCwZCL1Rz2PFw9RG0NsvrAA2UgoJcradJugjLVd118Jfi9DLBhDT2r6HWyywEpfdrtk26sKAYoIxPesMrnlcj/A2tUMJTtHwilDJvMpUqmryfiX4ds/gPiYNkusB8xwt5nThj70Sdj+ROmzsek+tPNJOOkGJDasntluws/9gsC/BcgXKRKd6X3UBXfQf8WzrFq0D0EWUKX7geVIKkWYqxykCHhegIgt1kZTFSYeM4VY3T+mIOdLw2i4+ChqIPPnm6tzmAIff+3zNJz9PcQFjIPEKxd8u+YOCPM4SSWZLMvZcVPkb7okSoItY+UMn7kNM34O7uwjq8YgsRTe/m/GTjsA/3fvB7+sAKGbwFnwTsSLVtt46yBOf1B04EfmIiXVvgUZUx0Ca/u6q44Vz6U9Bh+bSsPxvZhJ76u+YPvjRRNRBcIMuv4OpFwwpRZGvpowHTE4DCl/4uE0RiwV4fqlZH7/pSI1lNPQSHx6vlAbK8Dp83B6g4iLsM5WyeeoPcW6LjbjIPGIW04TNtKwsmBr5HTq9kQklBwh1uIS2/sQ3PlnYTpmV187WBlIIr6BVXWwR7oUiFAIaXc2xJH4ILHWJPne5ohrEcAJ8Sb24bRlo0dwJiHxhWBcbN8vI3oiCgIVAWcQtf3Yvt9hd/wfZtu2IoNE5eCIZJUDZAWTcZCsh4w9qsZE1UYQ/IGSUCo1HNqlDOTPwWpJaNkEZDsguZlSXrAkMc5J0PnNyg0LFoIsuvomZM55uzyeWvDz1wCV5VfEVZg1gJfKMHbiOjY/PznqNZtHcz6uSRDYyqVRARGLtYYQBxobOepbr/+7xvZyQ3llTXki0gr8FpgGrAXepqo9w67ZH/gh0Ej0ifuqqv72xdoeFUwvI2ytiDZAHBfbvwN3wrQRbqwOegDQQNG+Lqqoov0swRPX1RRMQzDNk/DO/CHhw1djNz+DJFtwFrwDZ9YxxWvc2PaCM30YHAeHHmByxWF3wh4Ea5aO0KOgxAhSnyFmDXblDeCnkfEHIa171vahFQc7nJ7Gw5vwS/zNF0DYzZCqI9k3E9z2ZRRDftV2CErzFnbFyGQmkDzmEERyyJjDsRseha03IBKC1JhjC2yPk3u6nfDYLejMAqddCF6nIZ+wZcEXAuohS99EYv40kvMPJCa3wNYbYOl16Lq5MOeLSMNepcea/Dpsz1qwJbOqWdqADibR2QPg5DDdLs7aBJKPnjE5PUNswqnkFt0INsSb1oM3sa9kJo15yJwvoP13Q/g7yKdLHw8hYs3YeD7kl0fRhlIedjd83qN7BMH0uxGr+dR3V1yiNkCXXQWrfw9BBsbOj8xsDVMZMcpEFKsvUCG0Cr7CoM7BSydBfUzbR5GBFCouVWkBNgc9S2q3vxtQHah9wigmZmnq2FEUTNHQFS/mEwSVS6Mbdzjgv46jf2OWltktTD1hEo736gkTH8IrbMr7NHCPql4mIp8uvP7UsGvSwLtU9TkRmQA8ISJ/VNXa9v4CRgXTywh3j7mEXVuLjN5DULU4Y0e2l5spx2JX3xHl9pTfF9oo58fW8Bf1rED9AcSrrz431G7LFMwbLh15wIna9WPEdcFNooPPohuvhuw6aHwdyePeSP/Pnx9mzotsQVHujIHO5dgbvx6dsj66+GqYfgKy4CPUVFucJDLlzdVjiM3Cm3Ivml+GhoPYe66Crr9BkMPmXAgTDF8YNevg90wnfvi5UdMdJ6LBJ5G+F/DMj/G5i4rdszo4j7cQvmETOqkUlKAG8h2W+AZD0AQ25eLEDiXuXIR7YmTm0kXnQe9iiqzZ/Uth0XnowbcgichU6uz3NuyKOyHXX3wPxU3iTDgf6VoFq28u5jUVEcvgzGkj4ewgWG2wXSlCozjj+hEnjrQU5iq/LurbBUmX5TXl8kjuGWxDGEXr1VnorSR6VTRiHjVE92UcqJsJcz9X4Z8C0Ecvgc33R74fgC0PoV2L4YTrcN1T8P1rqNSaDGLGo7VqhhqFluNwms5FEnsjph5lWfXGCyLWiMYXr5D7YnDcgwj9e6mibwoV6rNozzC12Ag4lRslk3CZcNJc9jyrWit+VUFf8ai8U4GjCv//AvgLwwSTqq4s+3+TiGwDxgI7FUyvPpH/L4zUMachsXilduDFSR1/JuLFUFUyj/2F7m9+nM4vXkDvL79N2LkF2g+EqceBU1hsxQEnjnndhbU1DbGYhhy68Zaa4wjzIetuXcWiL9zGiu/+hNzKa9F8V9V1Zvbp4A5P3hVItKFsQJecA113wOAzsOWXOJ0X0XDehTgThhzbSpEXDsABZ/tNke8ozEaLbpiFtX9CtixCDv6fiE3bSUYLj4nDtLfA2No8YyKCie+FbM9B19pSZKOtDt2OjodotjK0WdwE0jqbZOIbxJx3ETnoBSMzSPRdAkEiEkrDc3wEgkYhueNQGuIPkXJ+hGOjhUkHnoO+JaDDzFjWhw2/LjWRbME782rMPqdDy1Rk4oG4J1yKO+9MzNx3ld5vogCPcHYau1cf/tLLyfyx6brUKwAAIABJREFUHX/lGIK1rWQXTSDz0HTCuIN1fTTsg/gcEA/JSZF4deiHACRdaDcemSe17AdHsakQrAOx8Zj59yMLb0RaDqx4HB3cCJvuKwmlofc8zKGrfkdMTkTCRFmkYwKRFuKxi6ku8wuQxHEPxqQORkxhQ9U8B5pmRMzy5TAessdwUtfCNOt6MsHXGPQvIBtcHeWjjYBY/BOVNi5VsIrXZ/H26aRrY2UgkfFc5n7+VFoOnIS4Bq85yR7vOYh9Ljl+xD5eTVC7e79/JzpUdTNA4W/7zi4WkYOIwk5rVi8vx6jG9DLCaRlL80e+QfpP1+OvWoppaCZ59FuI7xM57NN3/o70A7cXq7rmn3mEnpWLafnYf2MO/gzs8Ubshr+Ck8BMOxFpmobXuxH/odtK0XpiwQ0xjf1o99Mw7ZyKMeT7ctx1+k1kNvUQZAQn5vPMjzIc8/kzaTnuc0hbKexcJh2O7Hk6uvx6VFyCfhebj+NMOB7z5y+BjWGaQ0y9jXbnQT9OeCONH7qM/p98lnDL2pJPzYsTnzEeMV2V1SYAggx29e04R3wVTrodXXMb+SX34r+wDV35ON7mn5A4+p1IrHaipd30ZGRGKsDEAhiswbHmJXBnjiTkXJLeJ0m4nwDCKLJsPNhD1kP4XE3BpM17YlqvRJ/5Bmy8AzRA66bB1JNqs1yrD4PPVTaTasVd+CHgQ5XH6yZgjv85dvH3YNuT2CkD0GBRDcjf31YitAUIHeyOOMHzcTz3SoKen2HaPgLeZOh7vppcFCAnaF0hci9pIV5IsjUKQ1HyMh5n8vWIWx3lCUDv6mgDYYcL4Dza/yDhph/haQ71LNYVRH1izV/DOEeQC6/C6ipKuXkGIUHMObWiKRGBw7+HPvkN2HB3ZG1o3Qs58LNIcgzDEdhHGAzeS0RT5RPoA+TtVdR7t2BkbNX1RsYQ364EdYqNgfiKm1ZMANrss6NrCk4qKnFvA8vU9x9Px3F703Hc3rXn5FWMSP7utsY0RkQeL3v9Y1X98dALEbkbGFd9G5/dnU5EZDzwS+A81RcXiaOC6WWG09pOw1kfqjpuM2nS991a4RdBFc3nSP/5FhpOfy+074/TXhkR5ex5FGy5jrBLUN9gXBuxHHTWo4NLkInPYDpK7NXPfPsJBl7YgRZocsK8R5hXHvrucbT+6Ua6d2RpP7CDfc6fS6ojiTP/IsKpb2LwF5eimTSODGKeuZ4QF5FG7JYGzJhBnKk7ELHQ+xBiHBre+yWyj9xB/sm/II5LbMFxxCbUow8urj0xhc+iSpzeG25F/D6MARgk/+itBCsfJPXmd2MmH1ZBkwQgdW2oEyuWcBBHMYk8NhejyJPnJXCmzMOZtvPw3SiSsfSxj+/1AfL5X1DtxPdwzUL08U9C52OlxXlgNSy/Gk1UF25E4tC46zUxpXEqzmH/A0C4Zr9I8HUnqslQAUKDpp2C9pJDt30NxEE9GwVVFDGC99tQ7U90xo4slAAaJlNd4A8Qj7BtPWgmch35YHwFfILtX8O2LKS+4f/I+F/Ct7cDIY4sJOVdikhDjebqkYO+jL7uixHLiFO7fISqkg4+SSXTfBYlIBd+l6T75RrPnUJI4PUPMnxuJDmFBb//FDseX43N+jTNn47XVFfdxr8MXlJUXqeqLhjppKpWU/AP9SayVUTGq+rmguCpYb8FEWkEbgMuUdWHd2VQo4LpFUK4fSPiumgw7ItuQ/w1y0e+sXk/TOt4xFuD3ZYolD4ofPgy/YR3fAI54xqkPoqie+Hm54ZxpyrxeB4z6LHt4Wns2LGBLQ93svSnK3jLz2Zh1jyA3bQUMn2IWNzm8gVXojIHnXWYtjTSkI/CkQHxYiQPO5XkYaUdsAZZbJCv2sGrFWiJPvs91/8Gkx+oiHcQiYI8grsvw6n3cN7wfaRpavG8mXkidtHPK9p06/JoXRw75lCwIe5eR+HOXljBFr4rMNJCzDmXvP01pQXPACni2TdC5wdqaAwByDgwW8uiyUzEGTfxrN3qv4ihirZDzA7DEQ+I7dNZdiYADSApaBA57Ys+sqFLfGpb1AAkgTS9YadDkoZpaNt+0PlU5Rw4Lri1IzQ1v5YLx/+WCXPHcMHPLmHSPpHgHZ7aULM/car8OxVtsxVle40zAb69myTVgknEQVreg3ZfTQVfnySRMRdiYh6tC1/lvqNdxSufYHsLcB5wWeHvzcMvEJEYcCNwjapet6sNj/qYXiGYpjY0qJ306tQIzR6CiCAHXwV1BxTMO8O+4DYgXFbyNQWZ8j6UlpY+Wlr6qKvL0dSQZurkbTQkepk0YQXZG75N7umHId2JoBhvhKRcK9iuVIGY8z0jP6QVBte3oVYiG7ZGQsnvS5JevBqA9KLHcZwamryCzfiQ3UH450orgaTacE78b0i2gpsEN4E0TST21itInvYZkm/9HN7cwxEz8qK2MyScz5JwLsGwB0IrnryRBu9mJJ2t9n1A5Dvz2mHyuyNeOJOAMUfAgt8isZ1oIDuBJA4CBGnOIYmhCoQluFN3VDvwIfJHxpwqElcRMAMGsz6BdDvD8pUEvAmY1hcXorLwcpjyhsikh4HmOcgRV45YTymfdclnDGsX9fCVI+5moDu/S0JpVyAkGUkjFEau12TGXIS0ngeSjLRa04iM/QRO0ykvy7j+jXEZcLyIPAccX3iNiCwQkasK17wNOAJ4t4g8Vfh90QJvoxrTKwSnqZXYnvPIr1xcac7zYqSOPnXkGwGJNSMTz4K13wR/GEuz9aF3XenaZBxNR/k78Xg+0pYKi1b0Vxk3rpPZB67ADJl2RtikVw7CQMfZSHtthzRAuGM7QaaevpWC15RGjBIMJAgzMczgGgCyAx4NTYrXmEUDg03Hos5FMW6B7bR/E9q/GWkocbGZ8fsj59wA3Wui8PLmqS/fgidC3DmbuHN2xXFtTFRrSwDiQev+yIyLYcbFpetV0cza6HkSU3ZrfO6YL+Bvehti88SOXk/urmkF8tcosEA6alEZAQRorBlsb+3qs8kUDOXGlQ/H1qiXVQPiJpEFn0Pnf6bCzGbM+djub1Ee5Rj6woPXH1BsN8hbHrhmDW/46JxdnoedjkWacOR1hPoIkY9pCEli5p07uc/gjP04OuYiCPvAaf6nVcL9R+KV5spT1S6gqlCbqj4OvK/w/6+AX+1u26+9d+dVjMZ3XET/9T8ht/gREMGk6qk/7Xy8KS8eFitjZheTSSvgJpDxJb9Kx6GTWX/zCkBJJHJFoVSCMmH65ordtw0MxrNYv0Y+CYATwzn8MszEyBxn192PffwHMLAJ6jqQAy/AmX4cprEVwhANHPJd5b4Exbj9qIY0HwSNHeuKwlB9h/SKdggdTKIgsEVq5naJGGib8aJz9XJBEu3oxJNg011RdGF0FJw4skdl0IkOLEFXfhj8QvRjrB32/C5St/NFWYNB2PAz2HYrrunAjp2ETDQkzh9H/oXbIW3ACwlXNuB19FcHaSgRBZQRMFHuW1E4CdA8EegrKRpDXHthJ7brWpyx5+/aXAwzs5n6t6Grv4c2ZovvpdPnMG/iBn5tLGoN+UzI5hUjR8y9FKTcbzHovxPLeiJJ7eOZk4g5Iwum0jPEwK0OqHgtYZQrbxS7DYklaDznIvSM/8BmM5j6JqRactS+t3kKMmUhuu6hUviucSDegJl1cvG6/S7en7W3rsVmfcIwok8p37gn6rI4TlixVw7zLuJEgiDfHyfWkIvs1TgYz8FZ8HaccqH01y+UxtC/EX3g64Q2wJlxEvH5R5J77E/FAn3ROJXk2I2w7Pu0TbofKafpkYDU7G3YzlRpnPEmaKxM7v1HQTXA5h8Hm8bEFyCmsXA8h4ZbYN7HoH4qrP5NxDc3ZgGy98eQZGR+1fQqtOd+WP/tYjl2ALLr0KXvgvl/QZzaZia1eXjyHMi+ADbyzTmZLdB6OJlJz2Jm9KHb49gbJ0Fg8Jta8WZ1F0t6CER0Riqlfh2KUZGKh7XPgoSluR36qyHa+S205XTE3f3qq7L5TzjbYujWZJQT5QtiheaWNPsesIbFT8wgXu8y85CXVxAYGUO9dzuhPo2yCUf2wciUl7WPf2WMcuUBInIm8EVgLnBQQYWrdd1JwHeIvjZXqeplf0+//+qQWAInVl3878XgHP057JLrsMtuhiCLTD0cZ/57kVhp4Wua2cRJ17+Bhz/zML3LA+obshWUNIlkBtREH2AdKoshBBkPRdnwwpSInVwFcZSwbT77nFMy39nHfzAsrwUIs+gTV8KMk0gdvhDW30xuSxKsYGIBqSlduKkMuvH3iB1GD2OAWIDEQ9AkiINz5KUvm5luZ7D5Z8l3nU9Uj0lAfZym/wIGCQZ+EF2kIU776Xgzb0Ok5G9Stehzl0Dn7ZHPaSjipNwNqAF03wVj31LRr4b96MB9aO/jSG49Um4utFls318jEmDAPtFaLEQYLB2L3VyPM7kPb1rPML9RARIl0IrEQAI0FpZIL8qFUxRTTrj+3ThTr0XM7kWjaf8qCDORdlZGguu6IeMndbN08Uzq22IcctbLLzREBFf2B17UVfFvBzuqMQGwBDgd+NFIF4iIA3yfyDm2AXhMRG5R1Wf/zr7/7SDGxZl3Ns68s3d6XfuB7Zxy5ymoKht+9yhrr/wz4hrUKlY8MA6Z3jqSTekoLwpAhDUrprBq6QzqU6WFUtxe+t57I0fdeE4kLAY21e40vR21IWIMqSkDJMdvKxYPLMqYWqHHgKpH79YxpDe1ELQsZCKT8LJroX8ReGOgaeHL7hNQ9cl3vQdsBbUXYe9XUeNQbtIM0zcCCbzUxWDcyM+y/XbovHMYxxuRX2hIONkc5CsjaG3fvdj1H4kkss2hTQEyaDC5kplMPQV1UAmgq+CDG7q/O4ntTuKN60NiI6SDuC3QeDChvQ8YjAL4hloZrjnllhFueD/ulN1zA0jjnmiNHCcxSldPB4eftwdnfnUeseSoUeaVwmhp9QJUdRm8aCjoQcDzqrq6cO1viKgsRgUTYDMZskueQn2fxF774jTvvllF+zdgl/8aelZC6xzMnLOR+gmICJPPOpiOE/ah59HVOMkYDTOa2PTFr6B5S7qnHuOGiCjZTJyVz8ygoT5LuZddA2VwQx89i7fQut94SLXXFk6JVsQ4aMucyAcTpCuZtJ0EMmYhdP05MnlVTIJl/f2zIx+XrKVh/Lm07Lsh8msgEVPE3GuQ5O7VvlH1CTM3EWZvAAxO8gycxCmIONjcw9XMDQD4kX+rrPibDOSRRddh0zdF45lwOFq/mvzkPoJmiwRCbIuD22UqwwlMDBpKbAoa9mLXfzjS0Mp8PlpnUd8gBfOnyXsUBeOYXMRKPsxE469rwpvZU1V2SuNg6zOY+jnQc19kkvWIiHCHC6WhuzJPo7nnkPis6Ij/AmH/TWD7MKmjkOShVWH4OvbQglAqj5xRXM9y0e+PwLTVTnQexT8Wo+ziu46JwPqy1xuAg1+Bfl/1yD77DN0/vqIQPqXssJbGN7+VhuN3nl9SDu1ejr37g1HyqYbQtQy7+lbM8T9CWvYEINZSR8eJpcTP9v+8gO1X/hRrLUE+JAyETEyZMW8NnasnVvUhAv3Pd5J+ehm6eiYdU7ZhTFlUlJNADji/cK0Dh3wDfeDDUKCvwUnA2PmwzyXw6HLIbAabRRGsb9g4JJSAlr3X07TnWkTD0uJt0+jK/4R5t++yiU9Vye/4ADb/BEP5SdZfSpi7l3jzFaAD7EpUGnnBXVxX8NtEzhvddB+2IYe/pwUHNK5kpwV4KUNifeErJTFoOAAaStWGte9PjJShoXGLZCLCVZF63OQ78LO/QBZ0oy/UFc15ALgW33Vx4mByhcdQULfAiK5Z7OAvwSSRcLDod4oYsmt0Li6aX4PEZxH230rY+V/RZ4kA2/97JHkwbscPChuFwi07nkATsajI5JDiZhTcENlyK7S9upi3/13wb6Mx7YySQlWrEqpqNVHj2IjTJyIXABcATJny2nVq2myG7h9fgeYrTUF9t95AfM5exCZPHeHOYe089j8VdD1oAEGAffx/cY6vXeq6bv95pL73TXKr1yKei9fRgN5xNqvvH0/P+g5Cv/JjYX3LlmvuQPw0mnfI7jGLifuvxkvlkEQLsv/5mD3LisuNPRBO/gNs+BPkdkRCacwBiAh6yG9gw+9h273ku4R1t8UZWFcik21bsAYnNpzTSCG/GbJroExr0uwg2fuuxX/2MYg3kDjkTXj7H4WIYP2HsflFVLIEZLC5+7H+YkzsoJoak1oqklLNZi8K1y4Pw9YQM+hgel1sa0FAO+B3WGKbwQQSKTzGQXMb0Y3fhh33oE4Abi0tLdJqwngAxoXmw/Bi78NxZpCVr8KpG9EHxsC2BCRC2K8H2b8HPxSMr5EPSaikVdQB3LFXEG77GKhFvTzi+7VTA9RH4rNQO0jY+dlSsi+AptHMI+jgXUh92YZJiEqKe8PNiUUH1ij+Cfi3EUw7o6TYRWygsn7CJGAERwUUeJp+DLBgwYLXyDRXI7tkce3ta+CTfuTBXRJMqgpdI1hEO5/Z6b3iuiT2LIWp64k/Z3LD91j1Nx8bGtRGq5yTcGmYHEdyW9EgWoS6V4+je/U4nMY486/7DFIjW1/izTDjzBr9pmDaO2HaO/EXryK97eeU0wGZKqFUPFPhz7HZHfR/7z/Qfj9iNaeT9C3fx1u3nLpTP0iYe5SIcX84fML8o3h178NpvJiw//uF4AfF5gy6tg7Xj9i37cQcki6Z2CqgkHg6iW0JyE/PY5vCqDCvKzg7oiAJ9RfBkjcXBGAQrRq1CgWKAc8wxP9G343YzP0EY/bAkRkw0SM84zHKWTelEJY3VDBQAtBNSRjwoCkP7YpJHoyZ+gB28G4IeyA2B93wQbADFPeGkkDqFiKx6dj0X6hJFaFpwoE/YMoFU+tCarOCJ2D8aOLqPwOvdB7TPxKvhCnvMWCWiEwHNgJvB87Z+S3/Bgh8aiqOqujwYoMjQEQidvAgU33SHTkTvmZb9RNInPA1jjpgkOXfe5gtf16Dk3SZ/vZ59N/7F/Kbqxch9ZXMhi6SU8aSWfYc6SXLcRrqaVi4ALepdkmNctTvuwfxca1kN2xHg0gg9SyZRKJtBcYbVjoklyW47du4x30G0zqV7AOfQgeHhFIBgcV/8h7skW/FxNoISTC8SBzEENMKgNdwAU7sQILB30LQi/3jcjwJMG5Uds9sihO2+hjHImGlCU4syKCDyRjcLTGy89IEHT4mXbawe9kCfVHhdcQVWjRH6tD7r1CqhghoHvU3oYOb0bigfgLccqFU9k98GtK3Ff1zM+ScYsAJDXVwjkXidTgNp6BqsTt+hrpxCAcLH716TPM5mDEXDQ145DdLKvnrxK1D97kMlvy/aCAagLgw4TRoiUiLNfMCuvU6yG9Gmg+HMScjpjYP3iheHrxWdvJ/b7j4acAVRPU1bhORp1T1xEJBqKtU9WRVDUTkQuCPRNuxn6rqSNXm/m0Q32vfqN7SMEgsTvKAUvlwm8shjou4I9DtzHwLPHdDZQi3E4dZp7+kcSXG1rH/pcfCpaVjSxc9Rn5zNTeaBhYnFWfT5VeSefY5NJdDPI+u6/7A+I9cQN28uTvtS0SY9Y0PsOFHt9Bz/9NoaMn7J0DKh3Bj5FsqsB+Ea5rRvufxb7gY79yfEq5ZDUE1ISgmJFi/Em/vk/EHLq8RTm1w4ieULo8vIBZfgH3hXnA+X2TDiPJQBacrhjbkISxLXEXLTGcCFhJLkqSTIU66TIA5tihFopLtlYFCghSEU/VyIhoRo4ZxAbKVuUpDCIEgD0/tA+ktpQAJK9Dr4z/wU2LHRkIn3P5ltO/3FPniBBCLaXkbYiKmdkkeBOLUmLNksXJwxeH2Y9FD/wjb7opqiY05HKmP/Jra81d0xYcLdagCtPte2PRT2PfXiFM7NF1VCe1iVLfgmHkYM77mdaMYAToaLg6Aqt5IRNA3/Pgm4OSy17cDt/89fb3W4DQ20XTaWfTd9LsoZ8VaJBYnsf984rP3IrtqDdt/+ivyGzeDEepfN5+x7z4bk6wsDWH2+yB2cAtsfBCGGLgnHo6Z9x8v21jHnXEoq//n99hsWbi3a6jfazK55cvJPLsSzUVanhZKgm+54mr2+OE3RhaoQ83UJ5n28bOY+rFo4RMR1L4Xu/wK7NrfQE6xnSnIu0TBFD72+T8i9X6ktuiwYAJVTEMLYlqJNf+Y/I4PE2lNClJPvPn7pVpA5be9cC/GVJsR1Rr8PX2cHYq7JQahROXbh5vkrKHuqWFaamgK2pCtFioFSO3C55G4cobH3A0JHjBPNiKr6iLzYLixEEBTNtc2IFx+Lxx7ERr2oH3XVfqOADRL2P0T3I6I/FTEwx13JcHm/yj0FwKKaXwHJrmw9vjjY2DyMBYMDdDnPlUZfWkzkHkB3fx/yKQLqtqxuo109t1Y3USR0cE5jUTslclpey1AEfQ14t8bTTL4J6L+6OOJz55L+pEH0XyO5P6vI7bnHILOLjZd9m00N1QYDwYeW0TQ3c3Ez36iog1xYjiHfx0d3AL966FxKpLaab2u3UbrEXuTXr2Fzb97ABNz0MCSnNbOrM+9na0/uLoolCqgSvb5NSRmTWPgzhtIP3A3msviTZ1B41vPw5s0rXBZlHxRzoAhJobmp2DXtUI4LPcpyKK9vXhzIFhBZe0nsUjKw5kSaWpO7HUkxt6PBs8CBnHnjsw+7kUFBIerCyaWwK0/luzM68nRR/JvSdyeGl+bUMDWgeNHYdTiQZACN4RwgKpKtRVwiELbCqVBiIZiCyWnBFDrgBP5ocyiRmR1ChkqjyGAq5EPsNy0WfCEa35NZIobLpgI0dzTlc+bmI839QFs+l6wA5jkQsTbzSCkwZU1KaXQXJSQXEMwZXIfxuoayt9QP7wZJ9iXmFftqxxFbYxqTKN4WeBNmETTaZUsz713/6WaiTwIyK1ZR27DRuKTaoR0142DulrBk38/RITJ7zmOcacvJL1qM15bA6mpkfATZ4TwZ1Uwht5f/5js048VCwr6a1bSfcWXaf3ol+m8/RF67n4YzedJ7DGZCRecQXJmtAiasXsSGqdaMHlJTPtcnPGfxx79X+Qe6IhCqVUwzT517/h8pZATB/FevEaSmXkK4Zo/lXHiDZ1wiE38HK55J354Gzp9Ddr9YFSbqvisoDmXoP5txKZ60LcUGuYgU88C8ujaS6D/0YjrcDhBvIJ0fBjtvxNyURVqdULCRq3MpVIPL/UlgvRvkNVbSkKp+JyAY4tBKxgHZ+ah0TlvYg2hBGAQbxYaDqCd16F990FsHGbsO3Hq3/Sic1Z6fuXRG9dz5/dXku7Lc+y5LsceFNbeu9egZ7K6ndA+Q3WFyQz54Jejgmk38BqRS6OC6dWI/IZNENbYYTuGYOv2moLplYDXlKLpwEoS1cYjX09mxaoqrcl4Ht7YJnqferSSTZ3I3Lftim/Tuxo0H53LrlrPms9/nxmXf4L4+LHIhHlI2wx0+3PFAoEYD+raMHscijge8YN/gjvjR9jOF5C6vfGmXYR4kwCwnc8RPvVr6N2IjNsXZ7+zkPrqCqdDkLH7IPudjz71kyhkG6LF/ZhvIY6Hwywc9yPY1m78nlNxmwcjn44omnfJb26EnseQ46+tbnvONVi/C11+OtgtDIU9REwMCdj+AwSLJvfFTPgy4uYIej8IOhRVaIg3Xo4TPxKTm4bPRygtQWXL/9C/XhJJNuId8b7osNuB1B2DDv65UkBJHNN0NnbZKeB3FqITDbb7NmTq1zGtbxxxvsrxq08/yV0/fI7cYLSZumaZwz4/b6JjQq7SUGmSyLgacU+aZqTCUcrgLo1hFENRef/sUbw8GBVMr0IkZu5BZvlz4A83Y4XEJv9zhNJIqD/oAAafXMLAo0+i1iKOCwLjP3oBYefWEYsj2p5taL6S5UL9gK5b/sKE95+JiOCd8j8Ej/8Su/wu0BAz82jcg95drHBrEvMwk74fJSCUN//CwwR/+kIh6VjRrlXYFXfinfFjpHHCiM/i7H0uusfJ6JbHwUsh4w+qqqbade3vSPXWEe5IYuI+GjpoPvoa7awelPHa0L3uQLtuRHvvRowH6QeBMhaI9JPYVachY95HYswdqK4B9THevBJPn9OBGFvK01Wi6rYKtCRwJp+OGTsDZ9ZhiFsau9PxTcLOrxUCIALwpuC0Xwo7HgR/W1lOlwXNous/TxjzsDuuQsPtmOQhOC0XRtpXGbo3prnzihX4uZIGmc+EPPX4VE48ZWvFDl6aXw9jqoWdyGSEOpTh0aUennP8iHM6imq8RuTSqGB6NaLx2CPovetebBCUMuZcD3faTDKbduA0NmESL1/Yrfq9kNsMiQmI++Jh3uUQYxj3wfPIveEY0ktX4NTXUfe6/XFSScId3bWLI4pghxwo5bCW7Nooxc32bMV/9kHUtuC96XKcsbvm51BVgvsuh6BMM7AB+GmCR36C2e88/EdvxvZsxpk6D2/BGzGpptLQkq3I9BNqtAxBVxcDjz+NNzGGl8xXPINicPepfV+xbSeFtL8D2t9BuOkrkH6g8jygmkc7f4IO3Isz48YKjkCbXY194D+Rxhz0D9WxAhULVvCO/Tim41jIbQTbi2oLpBehNofULcBtvxQd+znQPGIik1q49qsjJBrnsJs+Bk40j7b/RuzgXXiTb0XcUrTcyr914sZNhWDac791HHnKE5CwhZpSRCU5cg8jmgepfO9FDMn4N0jnLiQquxsASURaiHnv3+mcjuK1iVHB9CqE29jIpEv/i67f3EB6yTIsMQZ7PFjcSc8z14BVJl/0VlqPPODv6kf7nkefuqBgXiKKfx5/Jsy6pIJ+ZlcQnzaZ+LTKUhVOcyvxfQ4kt/TJoo8pekCPTH+NPCvHkJwxmdzjd5L949WF+lNK7r7fEl94GomjdyH9LdMN2R3Vx9Wi6x4lvWhx5LdSS7jkylZLAAAgAElEQVRxBf4Tt5N633cQCdDeF5DGiUhDba00v34DAL2b2midtg1RG5WFVyHIeiRftxu+kPx6KovdFfYggYDrQ34d2ncP0nQiqiF23Sdhxx+R9gBpB3yDXdYGvhPRCe51BKauBX3qWAi6UQnQRBAJATGgITLx6zjNb4zyjYbgNlETmqeyYm4INk3Y/UPc9i8Vjza2x6vybI9881PEYn4kaYd/jPofgqajq7pzncOpS9xEPvgV1m7AdRYSc9+KSHUE5ShGxqgpbxT/UHjtYxl38fuxfsCSd34Zm6k0c6z7zvWkZk4iMXFkv8nOoLlu9JG3g5cuI6Cw6ObrkHg7TP3g3/cABTSf+yH6b/stmYfuRXNZ3MnTaTrzPfg3PET/I88UfUwQ+aVaj92P7LWfjvJzisMKyT10I97c1+OMm77zDr3UiPYMm8tVcs6FPprtw//DxZhgc+TDsj4yfj7O0V9B3MqdvTt2LAQhFpfO58YTr89iYgF+OkaQS5LcvJ341F2rIyV1h6ADf4vMZgpsTUa/NvJbEbPYzT9D5s9G/Qeg9x7AZ2i/oBJiZvZgl42JXEvWR5e/D2wGRdFUQVpoujgfuvHTaHIfJF5iFTHt52HTS6Jw7tLRKBzeDJ/IAJt9pOLInMPaaWiLk0sHRQEViwfUtmpqNRt7GRwznWTsczudt1HsHK8RuTQCo+QoXjXoe2IFWqNyrYYhXXc99pLb1bXXDxNKEQQL63/+ktsdDnFdGk99Bx3fuJqOb/2KMR//Ct6UGUy68BzaTjkKpz4FjkNq7xlM/+rF0LWyNlVTGJB/9qGdP1M+TbjyXmz9JBS3kjfMiRNmq82fTmoQya6L/FH+IIR5dPMThI9+t+ra2MQJSDxeaFfIDSTJdDfgZ+JoqPjr1lXdM+K8tJ4JbjOa97ArG7Hr69G8i1qJcrNyLrptDeHTp6CbvlJKjB263wB1fhSO7iaQxr5SSPpIyq4GhFu+iL/2BPzVhxBs+RSa2gcZe16kWZl6MCmIT8bW1W5E3EofnTHC5+8+lolzmoilHJINLose3I/Q1qg3pgE01M6HGsXfD6WUdLCrv69WjGpMr3KEA5mifm5DIQhcRBTXCwj6Bl56w73Ld9bpS293J6hgPXAdOs4+mY6zT664Jte5eCcNjHzKdq8l//uPRGa6IIuKARxIxBEbILNPxj50L8NDkt26fJQwW44wjz5/B/r6j1flPbWc9Ta6f/mrys1C4d/uX/+S+IzpeBNGDrAoPopTD/Vfxv7tc0WqwGgUBjUWqfOROTsizWWkbbAS5Ta5DZiGJHQXGhr+PEUEaPpvkTADtP8mwv5bof5NmFk/xIR+VHo8tQ92y/vR9IOU8xgiSZzmKAdJNY8duAvNPklb6xQuf+pUNj0XYnNP0DHtYJyuTdD/t4Im5oK4yKTP77YPcxS7h9eKxjQqmF7laJg3AxtYsuk4+VzZjl+gve2lJ9JmslNIBhKVxR4GTUyPHPH5bejW/4OBZyA1Fxl3LhL/x9LEeLMPIvvHq6pPOC6xvQ8b8T7/rq9DroycVC0YD5l8KN4RFyKJJvxN3YRrni7Q5BRQZa4qIPTBhoWk1hIajzyM7NJlDD76OOVsDI4XQqj0/eku2s5794s+p6olvP9yNAs2cIuh58YNEQyMyZaKLI602oQuZtobcRb8Bwz+Gd1xTyQIwto3RYpeuWC2QB4GbsAO3gGtF+M0HY2qxTS8DZt7HvU3RnWljIfT9hlM6vVo2Ie/8QwItkamQklgu/+XtjoP6kNsv2DdPO64s5C8BacB03oqkphRNaZRvLx4NWtBu4NRU96rHLH2FuoXzCsIJSn9qvDCLx/D+jtjFBgZz/1pOn5voqLqpSpoKOwILkIzq9HFb4TNP4O+h2DrNejiN6GDy16uR6sJ09BK4uT3g+uB44HjghsjfviZOO21Gdc104t2v0DVYmx97MbFSCJy8CdP/QRm/Ezw4hBPRe0nxlNTFWudWQxLL4eI0Hj0obj1HsZRjGtxvDASINYSbN2CBgE2k46SjAHb10Pu6QfJr3iyVDJ942Lym/LkuhsI+hPYvAuhweY81BqkwS+VsRg2PC38UG9wXv8uJNWKNi8EJ4liIl69YRzBQ2wSI37jNYPt/hbW30K46f3YLR8Hfz2Cg6jijP06TuMZAIQ9V4C/sZRnpVlU00i+F3QQdAAkT+Bfh3ScgTPhY6NC6RWAQvH7vKu/r1aMakz/AvD9OLUWT1Vlx5Mv0HrQ7lV2Bch0e/zlf9/KgWf/mdY9N6OOMritiSd/exIzL5xF8wtfKZj0hqSWD+qja74Is78DQRfEpxfDjl8MQW8/Xdf/gcHHFyOeS9Mxh9HypuMQt/ojGD/geLw99sdf9jDYEHf2QThtOzGP7UytKDcfJhuoe/c3CbevQ/s7Me3TkaCX4Nb3RyS4NohITJ0YzsJP1G4PiE2cBDbADOfLc100l2bzx98PanFa2kjM3oPg2QfAiarxiutRf85Hyd3832jGBSSiu8sa1BOceID1HUzGgbogGn4Zd6yikXBxAVFsz7WY+qOx698LySCKLgxMVDEwPhv1n4pujGoQ7tQcCh62+wdo5pEyn1ZUw8lu+RRmj6OANLb/OipMfJSROamW5lzzhAO/xbR+CbWDEXee0zrKffcPxGtFYxoVTP8CUL9GLhCASrFcxO5iwvEz2Prgeu674i0Vx03cYeyCCbDyMYYv9opC8CS64rgC91qIdFyMGXv+Tvuy2RzrP/cNgh29UGBU7775TjLPr2HiJ2pH/5mmscQPefMuPYskGpGxM9FtKyq3gU4MZ86JVdc7Y6dAMS+qBfe0XxIu/R10LoOWPXD2fjvSOHIis9PURN2hh5H+20NofsivE1UhDjs3IoWE4rBzG4OdW/FSAcaJjmkuQ/81l+HGMxXFB0GwvouJhRE37ZY6pDVXCmQQUNECL97QPXk0v4pw042RpiKgSYAQxKJeeif+ptrQ7NNVgRYASppszzmoXYej6V2kCrVosJ1g039GrBMIuB04HV/DpA7ZrXGNYtfwSipBItIK/BaYBqwF3qaqPSNc2wgsA25U1QtfrO1RU96/ANqP3weTrDYrqbU071/bvPVimHzyTJrmjMFJDpUCByfpss9HDyHWnACTrL4pVtitaz4qNqcZdOt30b57dtpX3wOPEg4MFoUSgOZ9MktXkFu38SWNvxwapHE7kpH/ZGghdmLImBm4C14890nq2nEPuhD35O/jvv7jOxVKQ2g95x00n3Embns7pr6e5P7743hBUSiVI8wP2//5eXQEE6wOFSXMOujaBtQX1JaZ4sqD5SSJxKZD2FejoWzEvTeU4LqrcEfyWyrWfwbVPqynVU0Wx1euDUkKyaxCB/9CZFvMQ7CecNMFaH71bgxqFLuCf0JU3qeBe1R1FnBP4fVI+DLw111teFQw/QtgzBGzaVkwvSicxDWYuMuen34TTuqlMUCYmMOR17yFA754FOOPmcbUt8zh8J+dyqz37B9d0P62igx9HTIHVZXlzmC3/3infWVXVnPpRQ8i5Nauf0njrxjCw59Guh7Ca+/HacrgNGRw/3975x1nRXn9//eZmTv33u3L7tKLgoAgNkQQ0CTYsWE3dn8WTNdUY0z5JiZGE9M1Rb/G8tWIGmPsBbtixQoCUhaQDgssW2+bOb8/5m69d5dddmEXfN689rXcmWeeOc/de+fzlPOcU1xD6OhvZOxF6i7EssifdiQDf/VrBv/hTxQefxyWmy3RnjQFVm12jDYyjYoohFJYYQtSA0GvwNrnKaToSAhFmr3/Dlj5SH7miLAJbfrVQkkECi4FXJBckDyw8rAH3YZd+GUgEgy6GoIwNAvLJ4C6gtpN1SogVh4aitBooEQRa29IrqP1tB+awNt6dzt2G3aUXSxMM4CGP+TdwKnZConIIUA/4LmOVmym8nYDxLbY79dnUTl3OZvnLMHJj9Dv+ANwS/OpXrwRtySXcEn25GvtYbk2w04dzbBTR2fec/C30Ppy2DYn2HhKAiRB1o9zclO79wkN6IeEnMwpSRGcspJO290crV0Hm+aCn0AE7GjDiMWCJffCxF92qf6O4vQbkBkTMLAQsVu9ZyJI2GkKTttQzvKx3BR2oY914OVY4y5uOptzC/6WO9DK+8GvR/KOxCr7NthlgYt3sqXAZwySmqVzQlycsqug9Eq07g2QCJJzOGJF8FNVSDICXpyGPLukINFXmkZDIvhRwE87+Vk24f6vQnIJqZpZ4Fdh55wAmoNf/4Ng9NYCD5JmxLQz2IGpvFIRmdvs9W2q2n5Ps4l+qroOQFXXiUjGcFuC/Ra/Ay4EjuqoUUaYdhNEhOJDh1N8aODosOJf77Hk1tfAEjTpUTJpGAfecDJObvfE0BPLRUb/FY2thPplEB6MLj8X/OpWJW3Ia3/TZOG0KWx9YjY0FybbwikuIrrvPl0ztG5d4M7stx6R+VDT8Q2vO4JfW0Vy0TvgeYRGH0LuEUdSN+flpnUnCMQ33CBYwRqRW1hHaNLpJN5+ApJBEFcJpQiX1GCFPCSUi+zTcn1NxMEuuRJKMmPH2YNuxfvsgsA5Jcv6UMuKIkj+qWmnlRwkv2V6C914C+LXNRVPxwcPVUKiDGjIFC8CNqgdwnKnYVn5EB6PGx7fVFdqPX62dBsSRqKHZh43dImGqbxOUqGqE9o6KSLPA9ny6VzXwfq/Bjylqqs64/RihGk3ZOOry1h8y6v4saYHfcXbK/nw2scZfNpB2GGHkkMHY4U6F+8uGxIZBpFhCOAP+BG69hfNFscdsHOx+n693TqcokIGX3cVG/5+N8nNG9CkRXTsKPp/5aKue2gVDM8iSgTx4EoO7Frd7ZCY/wZ1D/+50SOw/ul/Ej7qPOwZZ1P7wtP4tbW4I0YSjr0KqRSp+hBiKaHcRCA+Gz8g/7uz8FZ9gH7wF6SmHESRPmOwJv8IifTpsC0SGYO9z+v4Wx+ENb8Gz0cdhRYziwLiIvmnYff9cduVbXsi8MBseSVWAtRSsB3Es4JpXvWwnFGEC36V3S6nP5I/A61+otlnxgLJwSo8v8PtM3SU9DaC7qxR9ei2zonIBhEZkB4tDQA2Zik2GThCRL4G5AGuiNSoanvrUUaYdkfK73q7hSgBpOp91r+0kk1vr0NEEMdi4i0zKD5o+1EIOorV5wzUHRysKSXXQe5hWH1nIqH2ExSqKqHC2Qy84rFgxGX1weo7DbuwsEUZTcxDUxuwwvsjTseSHkq4CB1+Jiz/T7MkfxY4UWTkBTva1Hbxa6sCUUq1FMT4C/eT/9XfkvelIMq4Vm0gfu8rkEriRFs+7HXbOqhehZ0bhVPSG4rVR5wsoXw6QqICKb8dUlZ6YBasCfqFfpAHqeSb2MUXINmcWlrQzrKz5OPmX4VjTyMVX8Cnb4V54/Ecivuv5MgLRlA6KHPrgN33l/juaPxt94BXjeR+AbvkO4jTtSlcQ3Z2sbv4Y8DFwI3p34+2LqCqjT0QEbkEmLA9UQIjTLsl8U0tQwapkl5gF1K1SVSDXvzbX32EY166EjvSfX9myZuEnTepU9f4W/4Xf/NfmnrNfgX+hp8hVhQrfzqa2khywyVoai1BfoQEVt6ZOCU/69CISg74Npo/DBbfC8kqKJuAjPsmktNvB1q4fZKL3s0ez89Pkfj4NaJHpz0Bc/tAW6nc/Rq8Jy+DdLZdOewa7L13PPeQLvkBJLcEsQ6DGlEPpN6GATOw+1zWZlp5z1+G6josazQUzYDN99Ay462FRMeSVzALEZdkwuOnJy9g6XtridWkCIUtHvjVx1z372mMP7ZlR0jEwi6+GLv4Ygw7n128Z/ZG4EERuQz4DDgLQEQmAF9R1ct3tGIjTLshJROHsvqx+eA1xNALHjiplEUy2fQnTW6FVU8sZK8zt59afGeh6uNv+Xvm3hiN4VX8CSt/OslNV6HJ5TSPY+fXPoIfOQA77/Tt3kNEkOFnwPAzutn6NvCbu6o1P67gNY1kxQ5hT7wA7+17INXMAUDAdqoC9/l0k/WNG9DCvZA+IzttjqaqoWY+rfvLAkiqBKv/9dmv0yrq4l/B8+cTzPvFCRWfhls7CuLLgilSKwxWDtbQPyESrF/OvnMpS96tIF4XGN+Qi+k357/KfevOxnaMs29PsINrTDt+P9XNZHFoUNW5QIYoqepdwF0dqdt8gnZDRlw+BSfHRZrFcfP9BlFqClvkp2D+H99vDI3TI2gM/DbSYyfXoKmNaHwerYOrovV42+7Z6ebtCKFRh2SP5xJyCe03ueWhQ87GmfYtpGhQkPK8bDh2AYjT6hHiJ/E/fXgHLcrwB29G2yPO+vgP8fyPgBhQDSRI+o+RGnoG1rBbkf7fwRp8A9bolxC3KZ3Hi/eWN4pSc7yUsvS9zTvYBoOhiS4Jk4icJSKfiIifHr61VW6FiMwTkQ9buSYadoDogAKmzrqEQafuT86wYgr2LcXzWw9+gwdVfEs9W+dlW5PcRUgU7OLs59wRqNZBG0kJVVt7APYOrMJSIsdcAI6bnooTCIVxJxyNMzhzxOOMOZbwRXcT+erjhKaej7hZxEJ9qKvYIXvEKYDcMWSIkLhQmj16hmoNKf8Vgo2vzakn6d2D5E3FKrscKZyOWC09PUPh7I8NVcVxTV+3J1HRTv30Vro6lTcfOB34RwfKTlPVHfvmGTKIDihg3HXpRXZfeXzSHaS2NizGa+NvW+O8eem/mXTrKZRO6lgSu+5ERLBKv4u/8ect97NIBLvse4gzFCQnSxicEFZO5pqLqo+mViJWLmLveHT1rhKZcjKhfQ4m8fFr4KUI7XdYVlFqjZTtH0Qub40dgcE7nqtIRv4GnXdekIjPrwvyKkUGIUOye0yq1tJWv1Q1SySJZhx/+SgWv7uZeG1LB5y8IpfhB3Xcm9DQ/ZhYeYCqLgRMUMYeRixh1OXj+eSP7zRGG3ccj5ycBmcDeP/r/2L4FVPZ58q2U0fsLOyiM/E2bMKv+htWThxvW4Tk8onk9h2DJRZO6Y2kNn0rCHWEB0TALsYpnNmiHi/2Msmt1xJkZfUQd3/cPn/qMYGy+w4mevS5nbpGon2Q/c5DF85qWneyw5DbD2vECe1f3ApVJeW9SCL1L5A6nAMuJ7QtD+IbkbyxUPxFRLJ/xUX6IlKM6vrWrcK2j2j3vkecvRfvP7eW1x5aEcSHDQmWbfGTR6aZZ0EPsqvXmHYm0h3rDyLyMvC99KJXtvPLga0E790/OrqzeMKECTp3rpn56wjJ6jjPnfgA9etrUN+noKC2weGrESfiUzSqAK2Pk3/AMIZcNI3IoO7r4WoySdXsZ6md8xp4PjkTJ1Ew/UT8mkq2/uEaSLaKSJ2bT58f/w3LcfCT5XhV96KpVViRqdj5ZyJWXmNZL76YumeuIDWvEOI2UlaPe/gG7EEDcfs+sds9EP1Vr+Mv+jckqpCh07D2PR0JdS56RyxxUyBKNIw2I1gyktzI/Y2OCu2R8l6nLv41guk8D3DxU1Eqlt/F8P3HYlntv6crP6lk3ivrKSgNM+nkIYSjxpeqM4jIe+1tbu0sJTJcp0vnIp3cp+d3qw3dxXaFqb2dv6r6aLrMy7QvTANVdW06ZMVs4Juq+mobZWcCMwGGDh16yMqVKzvals89icoYz5/2IPF1W8nJibUQJieUJBxJNHk5W4IdcTngH1/tFnFSVTb94Wbiy5ZCMj1V5TiE+vYj96ARxN58DrKkiA/vO4aCy3623fqrH7qC1Cebgn06jY3yCZ++kpD7FZzhFyHu9vbo7Dn4/jpqYscCrSMr5BB1ryfkdCwyu+cvIZG8i+pti3n2riKeum08VZtzieSG+PmDRzJuys5xuTfsHGE6rpPCdH8vFabtrlSq6tGqOi7LT8ZmqnbqWJv+vRF4BJjYTtnbVHWCqk4oKyvr6C0MgFsUYd8rD8EOt3Ym0JaiBOArXizBqnteQj2P2OpNpLa14T3XARLly0iUlzeJEgQRDzZXEF9anlWUQEmtWIC3pfV0Ukv8umpS8ze3FCUAD1LvFeMtmEX8zvPxN3esE6N+DanYv0nW/RUv8WbPei3uIJ7/Ltln4utIei93uB7bGolX/1P+3+iTufO6yWxYGaa+JsXWDfVcc+KzVG/NElLI0CsJfDM796+3stPH3iKSC1iqWp3+/7HAL3b2fT+vDDttNOWz5uGvahIZaSt9uK9Uz13Ex+ddj6Y81PPJP2gf9v7+l4OIBJ0gsWI56me6EGs8jto5NOQrao2EbLy15dh9skd6UFVSn7ya3etZLfwtEUjUQ6yG5DO/Jnz+39u1008tILbtYtAUgZt0FMvZj3DhHR2a/mqLVOpNErHf4XvlWNYg3MjVOKEOx6zsNCJteDriYEnnOnQvP7QczdJvUB9e+fdyTrpi384baOgR9pQ1pq66i58mIqsJ4iE9KSLPpo8PFJGn0sX6Aa+LyEfAO8CTqvpMV+5raBs77DDtgbPod9LBjdEJGnP8tEIsH+LVeDX1+LEEmkxR/cESym+4t/P37dMHsTP7OeK6hMceiIQjtNxrE0TdFhSrOLvzgqoSf/JmEq/+L6SyiKv4WOEUxBxA0a2fobUt85Spl0BjlYE3nyrxqqtBqwnWZRSow0/NI1Xf+TY3kErOIVb7VXxvflCfv4RY3XdJJh7f4Tq3h21NRsjWeXAIOWd1qq7KihiJWGYyykQsRWVF68jght6MSud+eitd9cp7hGBqrvXxtcAJ6f+XAzsvmqYhAztsc+DPj6XmooNZ8+jHJKti+BXrqFu6Fk00PYAc188YxWjKo2bBChIbt+L2zeyVaypFYvUarGiUUL8mQYnufyASCaOJeMs6LZvcw48guv8Ytt3yQzQV9Ols20dcwSodhD1wRNZ2JOe/hLf4dcRLYIVC+MlWCaEEnDgtP8UNWb29JN5bf0EXPxXYEy5AppyL5mfb0xUjFf8PoZxLs9qxPRKx3xKMvlrWmYjdjBM6aac4Zog45ETuoS52OaoV6bQWFhH3Rmwr+/vZFgce0R836hBr5f7tRh0OPKJjMQsNPU/gldd7p+c6g3Gj2YPJG1HG6O8E00leLMGy3zzCljmLEMdGRHD7REht3pZxnTg2yS3VGcJU8+57bL7zHtRX8D1C/frR7+qv45SUII5Dvx9cS8Xtfye5ejUgOKWllFw+Ezs3Dzs3j8KZP6X6X38htaUKDyUyfCy5Z12V8eD2tm6k5r5fI1XlWHY6z1IkCaL46Wyw4iihvBiW05TFTvoMQ3ICm73Xb0bLX2zKeVS/Gf/dv8E0v41gCDsuHr6fPbeQ6iYCj7fuSUXSGqsuRM4cwY/mAHGs2hwk9//QKV9CnMyAqm0xbmo/Dp42gA9eXEesLhCnSI7DQV8awLipxvlhd2JPmcozwvQ5wY64jPrpOSSr6khV1hEeUMSaO59m05NvQqrl2pCmPCJD++HVBW7Idk6UxKrVVNx+Z4tcQ4nVa1h30+8ZfNMvERGcsr70/9FP8aqqwPewi5qETT2PyieeJ75WUS8HcRziH6wnfFQlbk5+Uznfp+afP8WvrMB2vcZU4iLgRFIQSaGhCE5RIdR7wRSfEwY7RGj6j4I64tVo+QutEvEBVSmIOxBpedz3wqwpn8ag0QnyCjsvIiL9Uc2W+ymfVrknuhX94MdIYht2wicQ1nqoXoYuuR0Zc1WH6xERfvHQUTx371KevmsJANMvGcmxF+yz27nhf77p3Q4NncEI0+eMUEEOoYKgN93vjC+y5cX38epiQUBRwAqHKDtxIqtvvIXYsuBhGxkxlEj/AjTZKmKBKskNm6j7+BNyDxzXeNguKMi479aH7ic276PGaT4v4ZOMh1hxzY04fQrJGTuSouOOxJYa/NoqUB8/6WC5mQ4VguKeeyu64VN042IkvwxrxOFIKJ0yom4zWK0zxAZJ77y3+mNP2wTqoRojVmdTPq8/N1xaQqJ+Flf/bQrHXNC55IVu5JvE639Cy+m8KG545k57sGuiCrYtIqOP7Cdg9ZPQCWECsB2L6ZeMYvolo7rPSMMuZU/aYGuE6XOMW1LAmFuuYt39L1D9/hKc4jz6zjicLffNwquubRSR2JIVpFZ5WG24VVfc+3ALYWpN/YfvUvvyi42+D74vxOvCgGI5Hn7lFmrefJvad+aSt28ZbkNSb9/CiznYkVRwrW0jjkP41J9gRfJg2CHBT2vyB5DNzczzhPde7Edezh8ZM/lDZv3mBebNGcj8N4bQ8JX+w1ffYL/JfRk4IlNc2yLknoxqHYn4H9OOFYEohcI7tmbVMdrpGe+G7u+G7sGsMRn2CNzSIoZ9syldRNXr7+Inki0fbqr4niCSPQ1RbE3bIRBVlaqH/xWkhEgLTioeeNE1rA811ul51C3biNu/aaTjJ0P4KQcrbBHa/0tEj7l8uxtpxQkjB15I/Zt3EnGDNRPfh0TSZtZjB+G8uYgZ3x3Pf/8Wp76m5YK/n1Kev28ZF/304Hbv0Ro3fA4h9yygFshB2ghM212IW4gWjIJtC2ghUpYLg0/cqfc29F56s6ddZzDCZGhBcuNmNJ6ZqtxPKLabdv5q8HzThlxQTd+G5OoVVD8+i+Rn5VgFheROOwmvcgtiNSUzbLpGM4TOj/kk/BLc0DZIpjd32i7k9SV6zEzEDbdp++oF27jv2g9YNGcT+SUF7FU6lVOP/5CignoWL+/LPf+ZyOr1xUSqa6ivSeF7mb1LL+VTW5UlVXsHCBLx5WccT6VeJB6/E9UtOPbhhLwZWOFhnQ5BlHG/8Tegcy4BLw5eHdg5kDsEGTVzu9ca9jyMV55hjyW89xAk7KKxVjv+wxGSqRQWCSzbBxU8z0Z9ITp2OADJtZ+x+c+/gERwrVdfy7aH7wLbQfxkEGFBgw2/6rXdtUswiOLTLyD25lNovA533FQik09sV5TWLaniR1OeIVYTTPvVbk2wfum+vPrWKFKtwvsP3CefCccM5O9ZvgN4cKQAABO7SURBVMPhHIfJJw3t2JvVAeLx20kk/kpDPLtkfBnJ5P8RfbYIsUoglAd9D8AaexGSN6hTdUveMDjqKVj3PNSvhcKx0HfKTh+tGXovxvnBsEeSe+AY3H6lJNZsQFPBNJeEHNz+ZZSccxJrf/sPggAPwdScFQkz8NtBssqapx/ODNSaTICEIOxikQAVnEiCRG12kRE3RN7Uw3D3Pxx3/45HQv/PDfNJ1HkZSy8hLFLqNQ7qwlGbi381noEjCjjz6v14+M8LSNSnUIVIrsOkEwZz4Be7Z++Oag2JxC20iGdnA/gk96rF/dSH+k1Q/RmfvvwO/3ltMhXr6pkyoYITLj+E6PgLEMtJ16Ww5S2oeBnsXBhwMpK7N+JEYUjH4uIZDLsLRpgMLRDLYuj/fJuKfz9F1etzAaVg6gRKzzoRKxphxG03sfnBJ0hu3ETO/mMoPmEako4Wm1xVnj3skCNEDz2C+rdfR32fcI5DzqQJVL+zEI3XBGUACYdxhwyi8KgvddruJW9VZJ2acyMW0aIQlRVxBu6Tz6U3TeCQ44ORyaW/PIQJxw7i2XuWkIx5HPnlEUw8YXCbnnSqypIPNlOxro7R40spGdD+XiHP+5SGlOUtsMErS8GnwcvZc4bxmzsPJ5m08bWYDxeW8fDTFdx2+8/JP/Z6VH2Y9z3Y/Bp49SAOfHY3uu9PkIGndvatMuzBGK88wx6LFY3Q98LT6Xvh6RnnnPxc+l12Ttbr7JK++JVbMk+oUnDK2RSefj5+bQ1WXj5i25ReWEvtQ7+ndt5CNCW4xXXkn3EGlhsitnYLVR8sw86JUDR5NHbEJVGf4o0HVlL+3hYGjSnkiPP3Iie976j/yALWLs6S8Vbhlo9OoaA0ktXmA77QnwO+sP0R0pYN9Xxv+jOsKa/CtoVE3OOUmWP45u8mZRWy6so4z9y7niPPieO2vrWC1AdiHk/Y3Hz3VOKJpv1O8USI9ZtyeeSepVw4ZQ3UL2kSJQji/GkKFl2Plh2JhDruQQhBskXi68EpQJy87V9g2C1Q1KwxGQytyTvuNLbe/ruW03khl+ihh2NFAk86u7Co8VT8sRuR9R+R16fJMy7x2E1se+Yplj8fCR74liAi9P/uudxw8TxqtySI1aQI59g8+LOPuH7OcQwcVcDp1+7H/JfWB9N5adyIzaGnDm5TlDrD/5z7IisWbsVrFrPvyX9+yujxJRx3QcvMtTXbElw64RG2bKhj6JgyRh60npDbrC/rQag8mMpc8llJVk/HRNLhlXeGceHWpbDt6SZRao4fh1eOQvsdD6O/g7htBXZtQjc+B4uvD5wl1EdLj4R9f4E4XXPEMPQO9gxZ6mIQV4OhOeFR4yg8dyZWfhE4DoRcciZPo+CMizPK+ts24K+aB16DKAkNC0GR2DxyCzbjx5P49Qm8ujh3XPgClWvrA+cGIF7nUbslwT+ueAuAUZPL+Na9U+kzKIoTtghFLI64YG++esfkLrdr8/o6FryzqYUoAcRqUzz0508yyj/yhzlsWV9DIubzi/NPZdG7A0nEbOqqXTQphOZFsbcGfcK8aAK/DUeQ/JwYarlghSFbyCQlEKx1T8Bb56F+0CHQbe/jf3gu/pzx+O8eh7/h0fTxj2DhtZDcAn4syBhc8SJ88v0df3MMvQpftFM/vRUzYjJ0K9Hxk4kcNAmtr0XCUcTJ/hHTqo2oNPSLWj50xYKyvddTU1HYeGzp+pwMYVCFxW9UkIx7hMI2E2cM4dBTBlO9OU4kL4Qb6R7vtPrqJLYjjd7rzand1jQ6VPXxXruBNx6wSMSDALdVm3O45uQvUzqoir6Dk8w8N8ZBfZ4niKEHwwZU0r+0hpXrClFt6idG3CSnH7UQ3TIcGXIqrH8qEJNsaAoSW2DD82juIHT+5U1lY6tg6c/xk5XI1veCUVaLaxNQ+SYaW49ETMDW3Zk9yV3cjJgM3Y5YFlZufpuiBGCVDG02WsokWliLHWo6L2307sQCaZYCXEQoKI10mygBDBieTzQ3sy2Oa3H4KU2u5br0WXTly5QU1iKtlqEr1hRQPq8fBYUhUAt8gXQ82Ruveo4BpTVEwwlyIwncUIpzjpvPlIM/g5X/xX/7ZnxnCIqFIg0Z4dIr3em2e3VQtRBd8adMAfNj8NmtUP8ZWSd7xIVEtqjrht0N7eRPVxCRPiIyW0SWpH9nnUsWkaEi8pyILBSRBSKy1/bqNsJk2Gn48ThedU3WDLGSU4hz0PG0kQEQBYoGbmo8st/Aapxwy4+r7QgHHT8QJ7RzP8a2bXHN7UcQzrGx7MDecNSmuCzC+T9oyujiffpfSMU44+gFuK1i/Fk2DBqRz3DrmSCeHdAwfTmgrJZ//frf3Pyd57juild58DcPcekZ70HIg7rVULsItq5A6y1IpqMtNRclADsKuXtB7afZG6EpyN8v8OjLOJeEnOE7+O4YehN+2gGioz9d5IfAC6o6Engh/Tob9wC/VdUxBNnLt9sLMlN5hm4nvq6CjXf8H4llS0GEUEkfii88jxef9nj93uVYtjDt8n04auaV1C1dRGjb0vQjNogGAWA7HqlwEhwby7Y4/9YpbPvFBlYv2Iaf8rFDFkX9o1x5+2G7pE2TTxjKbW/O4OFbF7BueTUTjh7ISZft2zIaeSqYJhs3YhPfOOcd/vrgREQUz7cYtm8Rv374izDnDxl1S3p5bdw+zb6vjp8+rmCnI2SoQNKGkIe2CA9lgRWB/tOh4iGo3ppxDxAYdiVUvACpWhodi60oDL3EeOftAfTAVN4M4Evp/98NvAxc07yAiIwFHFWdDaCqNR2pWLL1ZnsLEyZM0Llz5/a0GYY2qN4U49On1rL6hbV4lXUU5MaJVK+gNHcxITfZwtss6dn8ffYENlQED3I3x2a/af2ZfGSc/ev/jGOnH5SiiKUkEjYfLJ3IyC8cTtmxBxMZWIKqsuj1Taz8aCv9R+ZzwDEDsKzsjgO7GvU9Ui/9DD57hQZxjSdslq3uQ0GfMHtddR9i2XiPnQtVKzKvVwE7FCycFQ5F4ivBi4HtN4lUU2lwfLDTYZCKDoJx1yM5Q9Ctc9AF32w5nWdFYeD5WHt/B61fDcv/AlvfglAfGHoZ9DvRpLfoAUTkPVWd0F315cleur9zXaeueSs1cyXQPNjlbap6W0euFZFKVS1q9nqrqha3KnMqcDmQAPYGngd+qKqZaQOaYUZMhk6TjHvcc+FbfPrIKvq6Pm4oxYCyalL5tThF23CKkhku0ILHIcNW8VRFkF01Ueex4OX17DNxDCs3lTBsYAVuKPiseh7EkyES42Yw5JKmYKoiwpgj+jLmiOyp2HuS1Iu/Qle8G4xw0qMZ1/UYO7IK++ibECtY87IO+yH+i1eDlwT1wAqBHcaadjMSLoT8IVC/Af+Zs9u5m4AfRUZ9BfY+D7GbomhI8VR01A1QfhMkKsCOwKCLkaFfC85HB8PYm3bmW2HoMXYoH1NFe+IoIs8D2bxiOqqADnAEcDDwGfAAcAlwx/YuMhg6xcNXf8CHD69iSNjHEigpqkME8nLrCbleOsRxyy+IY0NZQcu9OF5SccIO/3jgOI6b/A5TDinHcTzmLRrEI88fxv98MGYXtqptNFGPt+I9UB972Hgk0nLay99Sji6fEwRTxQZLUUtBQliTvoU1sOl7L30PxDrhHvxFD0BlOZSNwxp9NpJT2lRh7kAoHgOb5wcClvVbKjD4xBai1IBVdjxaehz4dWBF08FlDXs6O2MqT1WPbuuciGwQkQGquk5EBpB97Wg18IGqlqev+S9wGEaYDN1JKuHx9p3LcRSCWTQl7HrplBhKMhHK6kGXTFms3FhAc8lywhZlw3L5/jPT+f3puTzywhREIJzr8K1Zh1PYt+sbY7uKV/4O8cdvCNz/UPB9QsdeRWjskY1ldP38ZldIo8cd+OimpRl1SsEQ7Infa/e+1pTf4M/5HlR+Cr6iVh1iu8EISz04+Hok0vbIUUSCmHqGzw/Crt6b9BhwMXBj+vejWcq8CxSLSJmqbgKOBLa7PmOEydApErVeEJNOM/3pkkkHEYjVRQjnxEiH0EMVEimbuUsGNhUWCIVtDpkxBDdi8+fyGaz+ZBteymfoAcXdsnakqsSXLaf2/Y8RN0T+5EMJ9ev4NKDWVxF/7FeNTg2N7Xzuj9iDxmIVBjMcklMSuN21njW3Q5C/Y9OOEinGPuoOtGY1xLeiuYOQyo+DN7NsEuK0H6fP8PmjBzLY3gg8KCKXEUzTnQUgIhOAr6jq5arqicj3gBckWMh8D7h9exUbYTJ0imhRiIIBESpX1RPzIWIJNXUuudEE1dV5FBdXUllRSG6BQ05+PWL5LFnThyfnjqA+GcJxBbGF0mG5XP3QEY37jUSEIeOKtnP3jqOqbLrzPmreeAdNJsCyqXz8GUov+jIFX5yaUZZkHELhFk4A3pI52TMj+j6pha/gHhbEDJQhE8EJQ7KeFlOYYmOPnt6ldkjeYMgbHHQC+n+pS3UZ9nx2pVeeqm4GjspyfC6Bw0PD69nAAZ2pu0vCJCK/BU4m8LhYBvw/Va3MUu544E8EQf//V1Vv7Mp9DT2HiHDO3yZw+2mvszFuMSDis7kyp9GrbktlCbm5tfi1ET5eEebDNSVs2hYinGsz8cyBnPHzA3Bci37DMxPqdSexRYupefMdNJHeM+R5qOdRcc8scscfiJ0frBPVvzWb+tn3B5EqIjlEjz6byOTjERE0GSed46MlvpcWofR7YocIzfgTyWd/AlXr054PuThH/RjJLc283mDYSZh8TAGzgWtVNSUiNwHXkunHbgO3AscQLIS9KyKPqeqCLt7b0EOMO3Eg337tKB761vusmbcVVyCy93COvmo4eblQsE8f8ocXM/azWvrcv4LayiQHTR/I6CPKdplbcs3b72XNxIttUffxJ+RPnURs7kvUPXl3Y6Zcrauh7un7wLKJHnYs9t4TSL72z8w6HBd7xKQWh6RoKO45d6PbVgcRLYqHGqcDwy7FRBdPo6rPNXv5FnBmlmITgaXNvDJmEWzMMsK0G7PXpBK+//Yx7ZYpHZrLydfst4ssaoVtByOXbFEn7GD6sH72g2QEwEvGqX/+IaKHHYvVZzDO+FNJvf8opBKAQiiCPfoLWAP2zXpbKRzc3S0xGDqMEaZMLiXwUW/NIGBVs9ergUlZyhkM3Ub+lIlUvzKnaSqvAV/JOTAQS78qS+4oQGsqUVVEBPcLl2IPn0jqk+fB93DGTMMadrDZkGow7ES2K0ztbbBS1UfTZa4DUsB92arIcqxNWReRmcBMgKFDh7ZVzGBol8iIvSk64Vgqn3w2OGAFo6e+X7sMKxrkhrJK+uFXrMu41iru20J47MHjsAeP2yV2Gwxd4XMzYmpvgxWAiFwMnAQcpdnjG60GhjR7PRhY2879bgNugyAk0fbsMxjaos/pJ5F/+CTqPpqPuC65hxyEnde0tyf3hAupvv+PGYkNc6Zf0APWGgxdY09Ke9FVr7zjCZwdvqiqdW0UexcYKSJ7A2uALwPndeW+BkNHCfUto/CYaVnPuWMPJf/871L3zH14m9dj9+lHznHn4o49dBdbaTB0D/4eMsPc1TWmW4AwMDs99fGWqn5FRAYSuIWfkPbY+wbwLIG7+D9VNTPtp8HQA7j7jsfdd3xPm2EwdBkzYkqjqvu0cXwtcEKz108BT3XlXgaDwWBoD+MubjAYDIZehAKeESaDwWAw9CbMiMlgMBgMvQojTAaDwWDoNSiKJ7s4vvhOwgiTwWAw7AGYNSaDwWAw9DqMMBkMBoOh16CAt2sz2O40JHsUod6BiGwCVva0HduhFKjoaSN2MqaNewZ7eht3t/YNU9Wy7qpMRJ4heA86Q4WqHt9dNnQXvVqYdgdEZK6qTuhpO3Ympo17Bnt6G/f09n2eMJnMDAaDwdCrMMJkMBgMhl6FEaauc1tPG7ALMG3cM9jT27int+9zg1ljMhgMBkOvwoyYDAaDwdCrMMLUDYjIb0VkkYh8LCKPiEhRT9vU3YjIWSLyiYj4IrLHeD6JyPEi8qmILBWRH/a0PTsDEfmniGwUkfk9bcvOQESGiMhLIrIw/Rm9qqdtMnQNI0zdw2xgnKoeACwGru1he3YG84HTgVd72pDuQkRs4FZgOjAWOFdExvasVTuFu4Bet1elG0kB31XVMcBhwNf30L/j5wYjTN2Aqj6nqqn0y7eAwT1pz85AVReq6qc9bUc3MxFYqqrlqpoAZgEzetimbkdVXwW29LQdOwtVXaeq76f/Xw0sBAb1rFWGrmCEqfu5FHi6p40wdIhBwKpmr1djHmi7NSKyF3Aw8HbPWmLoCiZWXgcRkeeB/llOXaeqj6bLXEcwrXDfrrStu+hIG/cwJMsx46a6myIiecDDwNWqWtXT9hh2HCNMHURVj27vvIhcDJwEHKW7qQ/+9tq4B7IaGNLs9WBgbQ/ZYugCIhIiEKX7VPU/PW2PoWuYqbxuQESOB64BTlHVup62x9Bh3gVGisjeIuICXwYe62GbDJ1ERAS4A1ioqr/vaXsMXccIU/dwC5APzBaRD0Xk7z1tUHcjIqeJyGpgMvCkiDzb0zZ1lbTDyjeAZwkWzB9U1U961qruR0TuB94ERovIahG5rKdt6mamAhcCR6a/fx+KyAk9bZRhxzGRHwwGg8HQqzAjJoPBYDD0KowwGQwGg6FXYYTJYDAYDL0KI0wGg8Fg6FUYYTIYDAZDr8IIk8FgMBh6FUaYDAaDwdCrMMJkMBgMhl7F/wc8HHYRBgFI4wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### EMBEDDINGS IN FUNTION OF CORR INDEX (MSFT-APPL) ###\n",
    "\n",
    "plt.figure(figsize=(7,5))\n",
    "plt.scatter(components_test[:,0],components_test[:,1], c=X_test_corr[:,stock_3,stock_1], cmap='plasma')\n",
    "plt.colorbar(); plt.title('correlation MSFT-APPL')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tensorflow2]",
   "language": "python",
   "name": "conda-env-tensorflow2-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
